{"id":"W2884032256","doi":"10.1136/bmjopen-2018-ems.27","title":"27 Lay responder post arrest support model: methodology &amp; conceptual design","year":2018,"lang":"en","type":"article","venue":"Abstracts","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Debriefing; Medicine; First responder; Mental health; Distress; Applied psychology; Referral; Medical education; Medical emergency; Nursing; Psychiatry; Psychology; Clinical 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":[],"consensus_categories":[],"category_scores_codex":[0.01243622,0.0007301582,0.000352079,0.002134585,0.002560973,0.004564709,0.002362429,0.001647643,0.01870218],"category_scores_gemma":[0.008397879,0.0005474261,0.000867513,0.001602221,0.004629248,0.003766487,0.003678976,0.001904026,0.00174882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005927863,"about_ca_system_score_gemma":0.01195626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003695426,"about_ca_topic_score_gemma":0.003731829,"domain_scores_codex":[0.991451,0.006963279,0.0003061611,0.0004205602,0.0005890097,0.0002700548],"domain_scores_gemma":[0.9940518,0.003671725,0.0004074886,0.0005168615,0.0009563517,0.0003958478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000334086,0.001688785,0.01224282,0.003943042,0.0000832805,0.0007927172,0.1201861,0.00337563,0.001487407,0.7005911,0.0133754,0.1418996],"study_design_scores_gemma":[0.001119082,0.003252886,0.01631569,0.004391091,0.0003185188,0.00124936,0.277126,0.03387004,0.003844132,0.2976275,0.360653,0.0002326576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2373914,0.001301942,0.5436124,0.01486129,0.0005111002,0.06208421,0.002671364,0.000308203,0.1372581],"genre_scores_gemma":[0.4677468,0.0008713448,0.422865,0.001622197,0.0000684012,0.09127266,0.001043061,0.00005994318,0.01445061],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01870218,"threshold_uncertainty_score":0.06576985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3903411965290476,"score_gpt":0.4913399683227472,"score_spread":0.1009987717936996,"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."}}