{"id":"W4392973023","doi":"10.26443/mjgh.v11i1.1335","title":"From concern to commitment","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Inclusion (mineral); Equity (law); Feeling; Representation (politics); Medical education; Population; Indigenous; Health equity; Health care; Public relations; Psychology; Medicine; Political science; Social psychology; Politics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002102688,0.0002243001,0.0007718196,0.00007765194,0.002787997,0.00000643128,0.00070618,0.00008096527,0.002462937],"category_scores_gemma":[0.0001149768,0.0002081939,0.0001486881,0.00065877,0.00002998303,0.00009948649,0.0005388312,0.001128634,0.000318883],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00911463,"about_ca_system_score_gemma":0.001523974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009658761,"about_ca_topic_score_gemma":0.001048993,"domain_scores_codex":[0.9938312,0.00183863,0.001832492,0.0002783572,0.001129152,0.001090183],"domain_scores_gemma":[0.996273,0.0003284687,0.001416907,0.0003907627,0.0003392702,0.001251541],"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":[0.00115947,0.0003423828,0.04317003,0.000114254,0.00009047462,0.0001354081,0.002487764,0.0008501296,0.00000689208,0.01145064,0.8985469,0.04164563],"study_design_scores_gemma":[0.001556736,0.001791227,0.01149216,0.0003243925,0.00001558332,0.00004388955,0.01047167,0.00001880428,0.000001717822,0.00356592,0.970565,0.000152901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7988605,0.006235596,0.0004146447,0.1413186,0.01661935,0.002972091,0.005655742,0.0001793293,0.02774423],"genre_scores_gemma":[0.9115861,0.0001777014,0.002982465,0.08373104,0.0009261253,0.0000509109,0.00002227109,0.00002959751,0.000493785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127256,"threshold_uncertainty_score":0.9985102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08980653862420401,"score_gpt":0.4860153385098375,"score_spread":0.3962087998856335,"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."}}