{"id":"W4402783746","doi":"10.5840/tht202492035","title":"Recruitment Revisited","year":2023,"lang":"en","type":"article","venue":"Thought A Journal of Philosophy","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Epistemology; Philosophy; Mathematical economics; Cognitive science; Psychology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009366547,0.0007507274,0.0009735776,0.00188479,0.004200221,0.004856655,0.003159462,0.005135904,0.02052333],"category_scores_gemma":[0.01539633,0.0004535247,0.00155646,0.001072472,0.02125966,0.01630872,0.008592051,0.006774383,0.003613137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005914337,"about_ca_system_score_gemma":0.004438474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00303286,"about_ca_topic_score_gemma":0.001820486,"domain_scores_codex":[0.9933432,0.002434013,0.0002544091,0.001771661,0.001407312,0.0007894386],"domain_scores_gemma":[0.9942022,0.003257484,0.0003435662,0.0007405618,0.0008350168,0.0006212148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001429731,0.00000794776,0.0002537042,0.00004857834,0.000003497006,0.00007562707,0.001159897,0.0001463254,0.0001490365,0.9848535,0.003254655,0.01003291],"study_design_scores_gemma":[0.00002226205,0.00002239689,0.0005050682,0.00008512807,0.00000572718,0.0003549186,0.0005146618,0.001065267,0.0001993784,0.9327735,0.0644371,0.00001475207],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0297758,0.01074568,0.1660258,0.1415845,0.002354424,0.0001801147,0.0001443623,0.0004488249,0.6487404],"genre_scores_gemma":[0.8167115,0.004787094,0.02360527,0.02801038,0.002889379,0.0007431286,0.0001462383,0.0003818209,0.1227252],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02052333,"threshold_uncertainty_score":0.0686574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3600932633523501,"score_gpt":0.4962339274580881,"score_spread":0.136140664105738,"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."}}