{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002569216,0.0001350372,0.0004649426,0.0003167246,0.0003363841,0.000005395943,0.0002320503,0.0001940852,0.0002885647],"category_scores_gemma":[0.0002018891,0.00009771877,0.0001590696,0.0005569031,0.00002401869,0.0001204252,0.0000701832,0.0008932257,0.001168263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344348,"about_ca_system_score_gemma":0.0002762036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009319669,"about_ca_topic_score_gemma":0.000004451187,"domain_scores_codex":[0.9970818,0.0008460242,0.001081453,0.0001317008,0.0004406809,0.0004183172],"domain_scores_gemma":[0.9979556,0.0003602962,0.0007216263,0.0002631086,0.0004376857,0.0002616731],"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":[0.0007327196,0.0003078401,0.01298234,0.005544274,0.0006307706,0.001378848,0.0344796,0.00001806623,0.002372581,0.2839291,0.5965261,0.06109777],"study_design_scores_gemma":[0.001400457,0.0004674672,0.006014807,0.002658092,0.00003641838,0.00004523269,0.002893586,0.00002098457,0.00003227323,0.04602849,0.9402059,0.0001962928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3817846,0.02078749,0.0003734954,0.2932271,0.01242105,0.004350591,0.000100588,0.0006685322,0.2862865],"genre_scores_gemma":[0.9825495,0.002992373,0.0003009816,0.001729705,0.009212191,0.00005041461,0.000006161456,0.00004858247,0.003110056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6007649,"threshold_uncertainty_score":0.9996095,"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."}}