{"id":"W2986266141","doi":"10.22454/fammed.2019.595923","title":"Response to “Community Preceptor Perspectives on Recruitment and Retention: The CoPPRR Study”","year":2019,"lang":"en","type":"letter","venue":"Family Medicine","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Preceptor; Psychology; Medical education; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007022151,0.0002853221,0.0004810209,0.0001635055,0.001463694,0.00006347927,0.0006235358,0.0003131278,0.0004552947],"category_scores_gemma":[0.001665825,0.000186857,0.00006725445,0.0003645825,0.0005732796,0.00007382441,0.0001518787,0.001718031,0.0001824094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004402412,"about_ca_system_score_gemma":0.000348906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398135,"about_ca_topic_score_gemma":0.0004522858,"domain_scores_codex":[0.9930788,0.004473101,0.0003286555,0.000397045,0.001298472,0.0004239112],"domain_scores_gemma":[0.9972527,0.001745746,0.0001584885,0.0005353167,0.0001983408,0.0001094273],"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":[0.0001668356,0.00004137838,0.001962863,0.000008438988,0.00006059797,0.00001663864,0.3112026,2.623188e-8,0.000007025371,0.00004389539,0.6859437,0.0005459751],"study_design_scores_gemma":[0.0003959005,0.0007164333,0.059654,0.000138584,0.00005061149,2.486544e-7,0.2292076,3.597127e-8,2.713001e-7,0.00004327929,0.7096275,0.0001654596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2576931,0.0002642915,0.000002492982,0.7004382,0.001860702,0.003206909,0.00001425209,0.0000706052,0.03644947],"genre_scores_gemma":[0.2446797,0.0004001215,0.00003152981,0.6076581,0.006316838,0.0004160772,0.00007324945,0.00005333112,0.140371],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1039216,"threshold_uncertainty_score":0.9998363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2197855027539722,"score_gpt":0.3976744668580393,"score_spread":0.1778889641040671,"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."}}