{"id":"W7103420912","doi":"","title":"Patrick McGill","year":2021,"lang":"","type":"article","venue":"The Medicine Forum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002186589,0.0006253815,0.0009295453,0.0001932375,0.001083726,0.00002569243,0.0009844988,0.000198486,0.01475123],"category_scores_gemma":[0.002538911,0.0003743982,0.0002781083,0.002956643,0.001241816,0.0001579606,0.0008427149,0.001024495,0.02773715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064297,"about_ca_system_score_gemma":0.0002991534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003204603,"about_ca_topic_score_gemma":0.000201676,"domain_scores_codex":[0.9940169,0.0008444075,0.001039693,0.0008037722,0.001600766,0.001694469],"domain_scores_gemma":[0.9952234,0.000777825,0.0004434584,0.002461555,0.000610038,0.0004837371],"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":[0.0001912892,0.0003065421,0.001058631,0.0001115895,0.0004346368,0.0008382158,0.001817852,0.00003210215,0.01285505,0.01782056,0.9304286,0.03410493],"study_design_scores_gemma":[0.003577727,0.0006475863,0.001423702,0.0005520866,0.00106636,0.0007133762,0.01328053,0.0008921173,0.006121107,0.008066369,0.9631886,0.0004703664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04152768,0.08328559,0.0002322002,0.6012999,0.01102713,0.001489215,0.0008688877,0.0004755247,0.2597938],"genre_scores_gemma":[0.9505822,0.001801649,0.00006866387,0.01129262,0.002185004,0.00002497703,0.00008307137,0.0002891703,0.03367266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9090545,"threshold_uncertainty_score":0.9998708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542682290694563,"score_gpt":0.2831711603666183,"score_spread":0.2577443374596726,"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."}}