{"id":"W2360968026","doi":"","title":"Studies on techniques for function modules of halobios searcher","year":2004,"lang":"en","type":"article","venue":"","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Taxonomy (biology); Computer science; Function (biology); Identification (biology); Data science; Software; Information retrieval; Ecology; Biology; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014152,0.00005186016,0.00005799516,0.00003440529,0.00004143733,0.000005742817,0.00005797973,0.00005331226,0.000006438187],"category_scores_gemma":[0.00008509788,0.00004372146,0.00004780872,0.0000393463,0.00005805211,0.000001568607,0.00001345877,0.00001801732,0.00000823422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008071677,"about_ca_system_score_gemma":0.00001741881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001659124,"about_ca_topic_score_gemma":0.000006452566,"domain_scores_codex":[0.9995861,0.00001091423,0.0001372661,0.0001499505,0.00005567739,0.00006009643],"domain_scores_gemma":[0.9995144,0.000006562635,0.00005299085,0.0001894507,0.0002220122,0.00001457472],"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":[0.00006211394,0.0000756965,0.0000163193,0.0000273058,0.00004826321,1.346249e-8,0.00003223411,0.00006053421,0.9511092,0.04423598,0.003024113,0.00130824],"study_design_scores_gemma":[0.0001773226,0.0002860749,0.0002168721,0.000008232079,0.000006805008,3.623194e-7,0.0002008539,0.000005463817,0.9845248,0.0009940987,0.0135273,0.0000517567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860159,0.0003914,0.1069646,0.001403011,0.0003435833,0.000752201,0.00003258992,0.00006658677,0.004030106],"genre_scores_gemma":[0.9943888,0.00005486299,0.003133516,0.0001606671,0.00005693046,0.00007755826,0.00005890921,0.000007595462,0.002061177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1083729,"threshold_uncertainty_score":0.1782909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0669924879216085,"score_gpt":0.3540521860795154,"score_spread":0.2870596981579069,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}