{"id":"W2588260878","doi":"","title":"Changing world yet business as usual","year":2016,"lang":"en","type":"article","venue":"The South African Orthopaedic Journal (SAOJ)","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006962823,0.001249532,0.00147304,0.001649838,0.006185869,0.02884652,0.002909134,0.01154245,0.2016893],"category_scores_gemma":[0.03597338,0.0005508145,0.000795686,0.001851723,0.006351593,0.02020546,0.01225591,0.0196523,0.2327675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003578587,"about_ca_system_score_gemma":0.007949624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002523181,"about_ca_topic_score_gemma":0.003181798,"domain_scores_codex":[0.9807382,0.004201621,0.0007547848,0.003207948,0.008121933,0.002975467],"domain_scores_gemma":[0.9674938,0.002360621,0.001469065,0.002210503,0.006710772,0.01975524],"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":[0.00001360327,0.00005551191,0.0002552007,0.00008869568,0.000008281791,0.0002886672,0.0007112718,0.00003221893,0.0001991997,0.01388944,0.9449689,0.03948897],"study_design_scores_gemma":[0.000002524905,0.00001030113,0.00009699848,0.0001223524,0.000001136957,0.0001805017,0.0006706974,0.00001832301,0.00001755058,0.001943332,0.9969282,0.000008106292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001441661,0.01278858,0.00234114,0.604395,0.1082291,0.00009592643,0.0003473796,0.00130974,0.2690516],"genre_scores_gemma":[0.02026995,0.01325593,0.002371152,0.3753397,0.03381838,0.0001457754,0.0004733949,0.001213063,0.5531126],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2016893,"threshold_uncertainty_score":0.674718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218324573142121,"score_gpt":0.2622791628424698,"score_spread":0.2400959171110486,"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."}}