{"id":"W7113472561","doi":"","title":"Alternative crisis mental health responses: Protocol for a knowledge-to-action study","year":2025,"lang":"","type":"preprint","venue":"SocArXiv (OSF Preprints)","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Transformative learning; Protocol (science); Focus group; Crisis intervention; Mental illness; Phenomenology (philosophy); Mental health service; Perception; Distress","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1679711,0.005143882,0.007757798,0.006879088,0.009861754,0.009756054,0.00621173,0.01298518,0.1668727],"category_scores_gemma":[0.1719226,0.007075578,0.007118105,0.008082697,0.006826589,0.0102848,0.007509141,0.01860222,0.04664016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01788165,"about_ca_system_score_gemma":0.07368242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00727469,"about_ca_topic_score_gemma":0.01347684,"domain_scores_codex":[0.9202356,0.048391,0.01401798,0.005202202,0.007779651,0.004373593],"domain_scores_gemma":[0.845449,0.06976139,0.01344336,0.02367778,0.03973377,0.00793477],"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":[0.064536,0.01512842,0.001975824,0.2174855,0.0009331536,0.003369455,0.04205562,0.008361353,0.008025635,0.06311909,0.3195608,0.2554491],"study_design_scores_gemma":[0.07691962,0.01020326,0.006422804,0.08339448,0.0004778353,0.0005892803,0.01672839,0.002870155,0.004585305,0.03413096,0.7627182,0.000959697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002751933,0.00006596562,0.001767107,0.0002203283,0.000182603,0.9957703,0.001118716,0.00006126914,0.0005384869],"genre_scores_gemma":[0.0001408758,0.00004153232,0.001699213,0.00007224214,0.00001044304,0.9977844,0.00009051625,0.000004725759,0.0001561306],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1679711,"threshold_uncertainty_score":0.8883268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2488000179021583,"score_gpt":0.5391255642111342,"score_spread":0.2903255463089759,"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."}}