{"id":"W2328541171","doi":"10.1242/jeb.104976","title":"Fifty years of J. R. Platt's strong inference","year":2014,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Inference; Art; Zoology; Philosophy; Biology; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003535287,0.00008832585,0.0002081869,0.00007313285,0.00002072284,0.000007733118,0.0002938271,0.0001540165,0.00005666201],"category_scores_gemma":[0.0003118547,0.00007192619,0.0001105135,0.00004403479,0.0002747512,0.000004611268,0.0001409508,0.0001165591,0.000007139309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001205475,"about_ca_system_score_gemma":0.00007341635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006615694,"about_ca_topic_score_gemma":0.000002061936,"domain_scores_codex":[0.9990483,0.00007016021,0.000428376,0.00009850208,0.0001551056,0.0001995692],"domain_scores_gemma":[0.9993094,0.00004312886,0.0002525948,0.0001577178,0.0001124073,0.000124794],"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":[0.0001060495,0.00009450183,0.002173646,0.000008126426,0.00004354328,9.98549e-7,0.00009772462,0.000004264672,0.9873032,0.000158676,0.0008051811,0.00920407],"study_design_scores_gemma":[0.000865375,0.003464715,0.002172715,0.00001772357,0.00000682261,0.00002616025,0.0003441103,0.00007928042,0.9597762,0.0001053373,0.03303666,0.0001049114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958639,0.0008983695,0.001646939,0.00006660459,0.0002887032,0.00005154866,0.000009309947,0.000001503469,0.001173151],"genre_scores_gemma":[0.9974943,0.0002292525,0.00183548,0.0001182501,0.0002493076,0.000001082819,0.00001750653,0.000005951015,0.00004885322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223148,"threshold_uncertainty_score":0.2933065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197500232147703,"score_gpt":0.335033043647103,"score_spread":0.3130580413256259,"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."}}