{"id":"W4205501207","doi":"10.46692/9781447352570.016","title":"Rural practitioner vignette","year":2021,"lang":"fr","type":"other","venue":"","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vignette; Geography; Medicine; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001542076,0.0004552689,0.0005150284,0.0003533402,0.0007951554,0.0001328474,0.0004259704,0.001336532,0.9348346],"category_scores_gemma":[0.002797815,0.0004398175,0.000184773,0.0006626841,0.000248075,0.0004079879,0.0004164232,0.003333506,0.1242267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127958,"about_ca_system_score_gemma":0.004293849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007467316,"about_ca_topic_score_gemma":0.001765708,"domain_scores_codex":[0.9934477,0.00310092,0.0007627318,0.000641926,0.0009155358,0.001131249],"domain_scores_gemma":[0.9958076,0.001358516,0.0005935921,0.001056704,0.0006146107,0.0005689319],"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":[0.00004527696,0.0009510518,0.01640768,0.001332957,0.0002816116,0.00007588856,0.002495397,0.000001309717,0.000476224,0.04003185,0.9126539,0.02524687],"study_design_scores_gemma":[0.0005181176,0.000043257,0.04553711,0.0008837756,0.00008608234,0.00005586994,0.02011782,0.00003469865,0.00003447216,0.000429866,0.9318339,0.0004250288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001133288,0.005646195,0.0003003488,0.066067,0.009139116,0.00152926,0.0000525827,0.0001029707,0.9160292],"genre_scores_gemma":[0.0008669464,0.00285376,0.001722573,0.009235699,0.004383152,0.0003636792,0.0008132648,0.0004090982,0.9793518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.810608,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07171550488462788,"score_gpt":0.5041361245488906,"score_spread":0.4324206196642627,"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."}}