{"id":"W7040006817","doi":"","title":"Newsbrief - feedback from the industry for CITAC","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Production (economics); Control (management); Product (mathematics); Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002360492,0.0001149556,0.0001002443,0.00001586081,0.0001208483,0.00005083611,0.0003998192,0.0003295393,0.0002863754],"category_scores_gemma":[0.0003519237,0.00007748286,0.00009040283,0.00007653087,0.0001826042,0.000002630165,0.0001469028,0.0001970336,0.00005180949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009321135,"about_ca_system_score_gemma":0.00009996902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002782568,"about_ca_topic_score_gemma":0.00004689553,"domain_scores_codex":[0.999007,0.00002791634,0.0001958455,0.0002004435,0.0002231335,0.0003456433],"domain_scores_gemma":[0.9992619,0.00005961502,0.00004536463,0.0003861681,0.00009662141,0.000150379],"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":[0.0002452488,0.0001013822,0.005880142,0.00002012706,0.0001248694,0.00000294242,0.0001545634,0.000004133088,0.369724,0.0002110815,0.4925893,0.1309423],"study_design_scores_gemma":[0.0008313203,0.0002707354,0.005218858,0.0000118542,0.00001599739,0.000005462019,0.0003465018,0.0002761584,0.03855193,0.003695708,0.9506081,0.0001673828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945089,0.0004255922,0.007999704,0.0119006,0.0004832527,0.0006398131,0.0002204078,0.00002278737,0.03321888],"genre_scores_gemma":[0.9835147,0.0006120862,0.003684284,0.003752022,0.001754385,0.00005297744,0.0004124781,0.0000244423,0.006192649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4580188,"threshold_uncertainty_score":0.315966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659234841969641,"score_gpt":0.2882668748687138,"score_spread":0.2616745264490174,"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."}}