{"id":"W4306860304","doi":"10.3389/fpsyt.2022.888524","title":"Therapeutic components of digital counseling for chronic heart failure","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; York University; Ted Rogers Centre for Heart Research; University Health Network","funders":"","keywords":"Medicine; Logistic regression; Heart failure; Protocol (science); Physical therapy; Psychological intervention; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002163068,0.0002675382,0.0003997399,0.000747329,0.0005848355,0.0005406234,0.0003844865,0.0003652258,0.006632254],"category_scores_gemma":[0.006231206,0.00009818606,0.0005296314,0.0007159564,0.0002594762,0.0003180117,0.001265866,0.0006373759,0.0002297802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095408,"about_ca_system_score_gemma":0.002717697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003209386,"about_ca_topic_score_gemma":0.006792856,"domain_scores_codex":[0.9985015,0.0007556895,0.000123549,0.00007750675,0.0004135366,0.0001282132],"domain_scores_gemma":[0.9975423,0.00112101,0.0005769194,0.00008864508,0.0001208074,0.0005504773],"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":[0.006535691,0.01426208,0.02671202,0.003450157,0.0004214137,0.00003449653,0.0004672728,0.0007177063,0.000939916,0.0006989227,0.003272942,0.9424874],"study_design_scores_gemma":[0.029098,0.0566543,0.8344188,0.007386173,0.00240094,0.0005134195,0.001403247,0.006580744,0.002580326,0.005119603,0.05373535,0.0001091896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951525,0.01289577,0.003443509,0.003396039,0.0002170218,0.008465943,0.001035111,0.0002899164,0.01873183],"genre_scores_gemma":[0.9649795,0.00643391,0.01632619,0.001021445,0.000302651,0.008292969,0.000740045,0.00001163691,0.001891644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006632254,"threshold_uncertainty_score":0.02218717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188742605280124,"score_gpt":0.2573696356362181,"score_spread":0.2454822095834168,"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."}}