{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003897844,0.000576122,0.0004748474,0.001224298,0.001354427,0.002300709,0.0005576137,0.0009748455,0.7524691],"category_scores_gemma":[0.002861974,0.0002561922,0.0003303171,0.0006630244,0.000221579,0.001311377,0.00217314,0.001323034,0.6024072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007320495,"about_ca_system_score_gemma":0.002170454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008111267,"about_ca_topic_score_gemma":0.002136848,"domain_scores_codex":[0.9996681,0.00004911566,0.00001511869,0.00003880041,0.0001850012,0.00004393698],"domain_scores_gemma":[0.9977348,0.0002253767,0.0001027213,0.0001159192,0.0009014799,0.0009196459],"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":[0.00002574611,0.00006408906,0.0002130967,0.0001685163,0.000002125531,0.00005279263,0.00002883472,0.00003809353,0.0004920219,0.000582115,0.8364222,0.1619104],"study_design_scores_gemma":[0.000006285402,0.00003822754,0.0008127428,0.0001531834,0.000002122886,0.0001126813,0.00005580394,0.0000354681,0.000199985,0.0004238483,0.9981562,0.000003448231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0011911,0.003727484,0.001193445,0.006719505,0.01351646,0.0003056756,0.002086702,0.001165175,0.9700944],"genre_scores_gemma":[0.002968648,0.002081842,0.0008582459,0.002889781,0.002993528,0.00008779185,0.001037611,0.0002173066,0.9868653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7524691,"threshold_uncertainty_score":0.3530728,"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."}}