{"id":"W2790833119","doi":"10.22374/cjgim.v13i1.275","title":"A Time for Change","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Excellence; Medicine; Editor in chief; Editorial board; Management; Engineering ethics; Library science; Law; Political science; Engineering; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002448011,0.00005611098,0.00009587323,0.00010347,0.0000811341,0.000007854522,0.0001831069,0.00002337723,0.009826848],"category_scores_gemma":[0.0001524231,0.00003734714,0.00003218715,0.0001297178,0.0003179861,0.000151607,0.000007199212,0.00006694054,0.0001455144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924128,"about_ca_system_score_gemma":0.00009644889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01145459,"about_ca_topic_score_gemma":0.01036401,"domain_scores_codex":[0.999432,0.000006116967,0.0002256995,0.00005993771,0.0001189326,0.000157274],"domain_scores_gemma":[0.9993729,0.00001600738,0.0001191242,0.0000600657,0.0001064175,0.0003255148],"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":[0.00002588792,0.00001320785,0.01311452,0.000003370191,0.00003103173,0.00001333484,0.001903653,0.000005363947,0.009256443,0.001709364,0.9466009,0.02732295],"study_design_scores_gemma":[0.0004197759,0.001145231,0.04900079,0.00009147474,0.00001595265,0.0001973772,0.0001037726,0.0004674307,0.0006869832,0.00267137,0.9451123,0.00008748397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932157,0.0001315147,0.000875283,0.02522128,0.00199733,0.0001362422,0.00001297427,0.00000253709,0.03946582],"genre_scores_gemma":[0.9658259,0.000005523795,0.002154424,0.006596115,0.006186292,0.000006448317,0.00000487256,0.00001067187,0.01920982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03588627,"threshold_uncertainty_score":0.9951282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719844222652698,"score_gpt":0.2954901008869377,"score_spread":0.2582916586604108,"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."}}