{"id":"W4205246248","doi":"10.2196/35234","title":"The Behavior Change Techniques Used in Canadian Online Smoking Cessation Programs: Content Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Ministry of Health, British Columbia","keywords":"Smoking cessation; Content analysis; Government (linguistics); Psychology; Public relations; Political science; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01488769,0.0004735462,0.0005817669,0.01026346,0.005141825,0.00372016,0.001405874,0.0004569847,0.001357952],"category_scores_gemma":[0.04443749,0.000355358,0.0009204574,0.01436904,0.002846039,0.00122334,0.002109952,0.001399698,0.000181561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04493039,"about_ca_system_score_gemma":0.06902322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6476647,"about_ca_topic_score_gemma":0.7496293,"domain_scores_codex":[0.9894964,0.003291898,0.0008868887,0.0005980096,0.005026172,0.0007005904],"domain_scores_gemma":[0.9575121,0.01832741,0.003442657,0.00125401,0.01836746,0.001096249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001564744,0.0005970388,0.1926046,0.004074685,0.00009566287,0.0003567146,0.4052522,0.0007675699,0.002775289,0.004398664,0.00891079,0.3800102],"study_design_scores_gemma":[0.00004832519,0.0001965822,0.6716946,0.002849892,0.0002168593,0.0001900009,0.2578725,0.004015816,0.002469302,0.00159124,0.05872601,0.0001288715],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435052,0.001210611,0.01249923,0.001678094,0.00007651499,0.01099244,0.004024428,0.0002157646,0.02579775],"genre_scores_gemma":[0.9137357,0.002720522,0.06230225,0.0004186457,0.00002423676,0.01193516,0.004060768,0.00009853198,0.004704194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3523353,"threshold_uncertainty_score":0.7088205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1248495507765286,"score_gpt":0.3993563707262017,"score_spread":0.2745068199496732,"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."}}