{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7eac9002f604","filters":{"venue":"Biofilms"}},"results":[{"id":"W2152989636","doi":"10.1017/s147905050400119x","title":"A role for rhamnolipid in biofilm dispersion","year":2004,"lang":"en","type":"article","venue":"Biofilms","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":80,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Biofilm; Rhamnolipid; Quorum sensing; Pseudomonas aeruginosa; Microbiology; Biology; Chemistry; Extracellular polymeric substance; Bacteria","authors":[{"name":"Sarah R. Schooling","is_ca":true},{"name":"U. K. Charaf","is_ca":false},{"name":"David Allison","is_ca":false},{"name":"P. Gilbert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008739818283894384,"gpt":0.2328943821382647,"spread":0.2241545638543704,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002306685,0.0004350952,0.0002781402,0.0002722631,0.0002723194,0.0005594896,0.0002879938,0.0006248498,0.0005970508],"category_scores_gemma":[0.0002881511,0.0001758428,0.0002976112,0.0001349565,0.0002754406,0.0005421304,0.0005406404,0.0005242976,0.0002828581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252541,"about_ca_system_score_gemma":0.0002326114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006778183,"about_ca_topic_score_gemma":0.0004166666,"domain_scores_codex":[0.9997732,0.00005690942,0.00001873015,0.00004663925,0.00006352859,0.00004098297],"domain_scores_gemma":[0.9996856,0.00008832177,0.00007584332,0.00003257379,0.000062063,0.00005557676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003342047,0.000007566591,0.000157225,0.00005662049,0.000002919677,0.00009550251,0.00002296136,0.00003279357,0.9980366,0.00008669974,0.00001041012,0.001457276],"study_design_scores_gemma":[0.000009030384,0.0002623312,0.005868178,0.00003055219,0.00001783088,0.0007227919,0.00007052156,0.001297527,0.9883236,0.0003864221,0.002995583,0.00001555703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552286,0.02263134,0.01717468,0.0006578366,0.00007576864,0.00008761807,0.0003282117,0.0001854261,0.003630593],"genre_scores_gemma":[0.9881817,0.002870227,0.006918648,0.00008652097,0.00002026123,0.00002368272,0.0001366173,0.00001765363,0.001744643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006778183,"threshold_uncertainty_score":0.001997352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2115500999","doi":"10.1017/s1479050505001936","title":"An FTIR study of <i>Pseudomonas aeruginosa</i> PAO1 biofilm development: interpretation of ATR–FTIR data in the 1500–1180 cm<sup>−1</sup> region","year":2005,"lang":"en","type":"article","venue":"Biofilms","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; St. Francis Xavier University","funders":"","keywords":"Biofilm; Fourier transform infrared spectroscopy; Nucleic acid; Pseudomonas aeruginosa; Chemistry; Biophysics; Bacteria; Infrared; Microbiology; Analytical Chemistry (journal); Chemical engineering; Biology; Biochemistry; Chromatography; Optics; Physics; Genetics","authors":[{"name":"J. Pink","is_ca":true},{"name":"Truis Smith‐Palmer","is_ca":true},{"name":"Daniel M. Chisholm","is_ca":true},{"name":"Terry J. Beveridge","is_ca":true},{"name":"David A. Pink","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02275480192261627,"gpt":0.2682642951327411,"spread":0.2455094932101248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000148183,0.0003228813,0.0002067792,0.0002128535,0.0002102522,0.0001646965,0.000265678,0.0002851469,0.0005720753],"category_scores_gemma":[0.0001971508,0.0001612486,0.0001755818,0.0003146971,0.0001980429,0.0002829201,0.0001699466,0.000445308,0.0001799708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001412685,"about_ca_system_score_gemma":0.0001785304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116086,"about_ca_topic_score_gemma":0.000910632,"domain_scores_codex":[0.9999281,0.000007767119,0.000002928468,0.00001824133,0.00002794621,0.0000150074],"domain_scores_gemma":[0.9998878,0.00002765802,0.00002626517,0.000004502488,0.00003518593,0.00001862382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001793188,0.000004796158,0.0002391752,0.00001322509,8.532299e-7,0.00001687733,0.00001765608,0.00003021992,0.9993315,0.000005422081,0.000006753097,0.0003155851],"study_design_scores_gemma":[0.00000495259,0.0002714932,0.04536009,0.00000722556,0.00001576568,0.0002875862,0.0001542405,0.001817448,0.9513419,0.00004086304,0.000687418,0.00001104514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962546,0.0002817679,0.002731872,0.00003864351,0.000003817027,0.00001219963,0.0001873625,0.00002407251,0.0004657604],"genre_scores_gemma":[0.9924919,0.0004743749,0.005732473,0.00003809927,0.000004969742,0.00002334715,0.000368751,0.00002177435,0.0008442976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00116086,"threshold_uncertainty_score":0.00230819,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082142203","doi":"10.1017/s1479050504001413","title":"An FTIR study of <i>Pseudomonas aeruginosa</i> PAO1 biofilm growth and dispersion. An improved ATR method for studying biofilms: the C–H stretch spectral region","year":2004,"lang":"en","type":"article","venue":"Biofilms","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; St. Francis Xavier University","funders":"","keywords":"Biofilm; Fourier transform infrared spectroscopy; Pseudomonas aeruginosa; Attenuated total reflection; Infrared; Chemistry; Amide; Analytical Chemistry (journal); Infrared spectroscopy; Fourier transform; Dispersion (optics); Materials science; Bacteria; Optics; Biology; Chromatography; Biochemistry; Physics; Organic chemistry","authors":[{"name":"J. Pink","is_ca":true},{"name":"Truis Smith‐Palmer","is_ca":true},{"name":"Terry J. Beveridge","is_ca":true},{"name":"David A. Pink","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0169539136041684,"gpt":0.2709901185206357,"spread":0.2540362049164673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002148234,0.0004040863,0.0002112241,0.0001865604,0.0002740167,0.0001665859,0.0002030357,0.0003674853,0.0004846361],"category_scores_gemma":[0.0002751993,0.0001804634,0.0001627341,0.0002603045,0.000170565,0.000369625,0.000191462,0.0006285192,0.0002404087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444719,"about_ca_system_score_gemma":0.0001487263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001098892,"about_ca_topic_score_gemma":0.0008323959,"domain_scores_codex":[0.9998772,0.00001595718,0.000006021473,0.00002537713,0.00005571335,0.00001972387],"domain_scores_gemma":[0.9998591,0.00004537137,0.00002630468,0.000007352552,0.00004094149,0.00002088513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009494485,0.000005655236,0.00003962606,0.0000144445,6.454175e-7,0.00001171999,0.0000129503,0.00001593195,0.9995947,0.000006665962,0.000006615336,0.0002814724],"study_design_scores_gemma":[0.000006680947,0.0003464045,0.007676282,0.00001008781,0.00001196,0.0002269344,0.00006428954,0.0005956171,0.9897866,0.00003221737,0.001232992,0.000009935158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9906962,0.001743414,0.005238705,0.00010404,0.00001930906,0.00003904464,0.000457643,0.0000538133,0.001647959],"genre_scores_gemma":[0.97979,0.002318321,0.01394139,0.00007670205,0.00001986827,0.00005499976,0.0009219256,0.00004766196,0.002829253],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001098892,"threshold_uncertainty_score":0.002184927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206806914","doi":"10.1017/s1479050504001346","title":"Abstracts of the First European Conference on “Biofilms – prevention of microbial adhesion”, held at the Deutsche Bundesstiftung Umwelt DBU in Osnabrück, Germany, from 31 March to 2 April 2004","year":2004,"lang":"en","type":"article","venue":"Biofilms","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brockhouse Institute for Materials Research; McMaster University","funders":"","keywords":"Biofilm; Quorum sensing; Microbiology; Biofouling; Chemistry; Bacteria; Biology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01791492135938862,"gpt":0.2413271937331448,"spread":0.2234122723737562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002477675,0.002183026,0.001449022,0.001629114,0.001258861,0.002729937,0.001736202,0.002410079,0.08315733],"category_scores_gemma":[0.001547742,0.0004261493,0.001094887,0.001061242,0.0007341663,0.001998313,0.001999746,0.001745809,0.02004727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545703,"about_ca_system_score_gemma":0.001769854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008405,"about_ca_topic_score_gemma":0.005765686,"domain_scores_codex":[0.9988219,0.0002046182,0.00006590335,0.0002481679,0.0003769431,0.0002824765],"domain_scores_gemma":[0.998844,0.0001255486,0.00007446913,0.00005072695,0.0004938978,0.0004113335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001457925,0.0003985481,0.001344774,0.001258468,0.0001136771,0.0003913484,0.0004025406,0.0008739736,0.01458373,0.00259814,0.777675,0.1989019],"study_design_scores_gemma":[0.00008853646,0.0003053146,0.0048202,0.0003102061,0.00007949962,0.0001973214,0.0002882606,0.000381273,0.00493809,0.0008915657,0.9876676,0.00003222329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04376052,0.3604319,0.03426391,0.04363107,0.3137374,0.001648647,0.005360773,0.0009999304,0.1961657],"genre_scores_gemma":[0.04855261,0.04911863,0.004839701,0.004295544,0.03088521,0.0004454136,0.003858708,0.0005142682,0.8574899],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08315733,"threshold_uncertainty_score":0.278189,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}