{"id":"W4402110126","doi":"10.55016/ojs/jet.v19i1.44148","title":"Survival in a Time of Crisis: the Professional Faculty in British Columbia","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005292192,0.0003654794,0.0005577331,0.002354283,0.05690447,0.01873329,0.004351367,0.008809476,0.02254844],"category_scores_gemma":[0.01689549,0.0009630164,0.000273367,0.00450583,0.01355158,0.004787988,0.008407652,0.01103111,0.002636465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08705185,"about_ca_system_score_gemma":0.2330369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9489993,"about_ca_topic_score_gemma":0.9868196,"domain_scores_codex":[0.9899457,0.001297643,0.0003019608,0.0005735387,0.003300144,0.004580925],"domain_scores_gemma":[0.9519197,0.00242465,0.0009295407,0.0005229936,0.009597379,0.0346057],"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":[0.0000921007,0.0001222328,0.01091321,0.0002886615,0.00001582517,0.003674899,0.1184505,0.00007580695,0.0006067856,0.01178878,0.7831574,0.07081384],"study_design_scores_gemma":[0.00001382391,0.00002621034,0.01831756,0.000404025,0.000008634503,0.0003765888,0.3153279,0.0000658203,0.00009571739,0.001402213,0.6638781,0.00008339206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1089776,0.0175946,0.0003027872,0.7513807,0.008679637,0.0001655098,0.0004000442,0.0002101972,0.1122889],"genre_scores_gemma":[0.4142782,0.01410087,0.001171067,0.1799025,0.001023952,0.0001852396,0.0003612414,0.0003329769,0.388644],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08705185,"threshold_uncertainty_score":0.6316084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1464645539634207,"score_gpt":0.5213716594313693,"score_spread":0.3749071054679486,"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."}}