{"id":"W2024768763","doi":"10.1503/cjs.009114","title":"C. Barber Mueller: appreciation","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001687496,0.00006730577,0.0002759192,0.0003758623,0.0000673348,0.00001149486,0.00005818575,0.00008291632,0.001427725],"category_scores_gemma":[0.005862467,0.00006084103,0.000135976,0.0001263524,0.00008180607,0.0001533809,0.000001969312,0.0003439188,0.0001108897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295907,"about_ca_system_score_gemma":0.001714308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005952718,"about_ca_topic_score_gemma":0.0008894248,"domain_scores_codex":[0.9990016,0.0001018918,0.0003552457,0.00006956253,0.0002674509,0.0002042664],"domain_scores_gemma":[0.9975855,0.0006220844,0.0002299598,0.0001292761,0.0002071347,0.001225995],"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":[0.00008763641,0.00004230571,0.08423852,0.000074922,0.0001106065,0.000983233,0.0005397726,0.00001100635,0.0003439168,0.0001701067,0.7711315,0.1422665],"study_design_scores_gemma":[0.0002375703,0.00003595186,0.0452872,0.0001148844,0.00005635367,0.0006134057,0.00003975533,0.0000350969,0.00003663128,0.00006170913,0.9534208,0.00006064263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8745039,0.002398717,0.002274948,0.02750908,0.00625854,0.0001289735,0.000003158132,0.00001935659,0.08690331],"genre_scores_gemma":[0.9943153,0.00002347404,0.0003687318,0.002932004,0.00103466,4.372954e-7,0.00000237755,0.00001515756,0.001307872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1822894,"threshold_uncertainty_score":0.9994851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153265487117551,"score_gpt":0.2450362811836993,"score_spread":0.2035036263125238,"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."}}