{"id":"W4231307715","doi":"10.2196/preprints.32895","title":"Therapeutic Components of Digital Counseling for Chronic Heart Failure (CHF) (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Logistic regression; Protocol (science); Physical therapy; Psychological intervention; Internal medicine; Nursing; Alternative medicine","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":[0.001359749,0.0001553754,0.0002892808,0.0005011549,0.0004443414,0.0004656463,0.0003166137,0.0002885825,0.01889582],"category_scores_gemma":[0.004186655,0.00008775569,0.0004431396,0.0004341138,0.0001647216,0.0002560357,0.0006740411,0.0004171149,0.0006552862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009754326,"about_ca_system_score_gemma":0.002896314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197109,"about_ca_topic_score_gemma":0.01333112,"domain_scores_codex":[0.9994192,0.0002471379,0.00008123289,0.00004200492,0.0001492269,0.00006116701],"domain_scores_gemma":[0.9983998,0.0005229162,0.0003676364,0.00007758182,0.0001509597,0.0004811203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01498365,0.01055211,0.01711609,0.003901771,0.0002875437,0.00004553609,0.0003122629,0.0003549962,0.001632195,0.0005799379,0.02702214,0.9232117],"study_design_scores_gemma":[0.04689251,0.05301857,0.748542,0.006060096,0.00176982,0.0003308849,0.000888293,0.002706792,0.004437472,0.001539984,0.1337223,0.00009132486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9133087,0.009130429,0.003059127,0.004874568,0.0008064136,0.0247468,0.008322362,0.0006890462,0.03506266],"genre_scores_gemma":[0.9143237,0.006635081,0.02478194,0.00213572,0.0006825131,0.03183382,0.005028787,0.00003959329,0.0145389],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01889582,"threshold_uncertainty_score":0.06321275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0647466577057013,"score_gpt":0.3862883673257668,"score_spread":0.3215417096200655,"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."}}