{"id":"W4387604898","doi":"10.56068/clez2974","title":"Paramedicine Contents","year":2023,"lang":"en","type":"article","venue":"International Journal of Paramedicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007406663,0.0001308568,0.0004888687,0.0004138009,0.00002093721,0.00001499084,0.0002581228,0.00008720123,0.0003972774],"category_scores_gemma":[0.03796029,0.00008897084,0.0002047797,0.0003034541,0.0001646001,0.00006605027,0.00004586555,0.0003907993,0.000302632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007621563,"about_ca_system_score_gemma":0.000136145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002417091,"about_ca_topic_score_gemma":9.270009e-7,"domain_scores_codex":[0.9975272,0.00003050667,0.0008349494,0.0001409531,0.001248713,0.0002176106],"domain_scores_gemma":[0.9946712,0.003437516,0.000386026,0.000160158,0.000975987,0.0003690701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003984547,0.001307072,0.3948522,0.00004268479,0.002350192,0.02305958,0.0008551131,0.0002106182,0.005124624,0.002025673,0.3866018,0.1795859],"study_design_scores_gemma":[0.02853865,0.004359636,0.8473875,0.01183889,0.0007140595,0.008821208,0.001060102,0.002048044,0.001579381,0.004704641,0.0886068,0.0003411089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438387,0.000513761,0.0006432724,0.04698328,0.004625795,0.0001333911,0.000008495996,0.00006875797,0.003184546],"genre_scores_gemma":[0.9901072,0.0009613206,0.0004178581,0.004318709,0.002395161,0.000002801547,0.00004252692,0.00001783644,0.001736549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4525353,"threshold_uncertainty_score":0.9701434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0531289560136395,"score_gpt":0.4176792038400173,"score_spread":0.3645502478263778,"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."}}