{"id":"W4200519359","doi":"10.2196/preprints.35234","title":"The Behavior Change Techniques Used in Canadian Online Smoking Cessation Programs: Content Analysis (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Smoking cessation; Content analysis; Preprint; Government (linguistics); Political science; Psychology; Taxonomy (biology); Public relations; Medicine; World Wide Web; Computer science; Sociology; Social science","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":[0.009046386,0.0003133421,0.0004722814,0.006793084,0.003888519,0.00420334,0.0009350343,0.0003820471,0.003346137],"category_scores_gemma":[0.04193767,0.0003097083,0.0007435055,0.01642046,0.001758264,0.0009952745,0.001357406,0.0008187325,0.0003852206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03835614,"about_ca_system_score_gemma":0.06659473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.756548,"about_ca_topic_score_gemma":0.7714518,"domain_scores_codex":[0.9933067,0.001683333,0.0006830699,0.0004392337,0.003440852,0.0004468053],"domain_scores_gemma":[0.9574383,0.0180217,0.003665031,0.0009367745,0.01912904,0.0008092847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002380435,0.000423469,0.2574903,0.006626423,0.0001266512,0.0002501798,0.2789574,0.0005578618,0.001918722,0.004219864,0.04480096,0.4043902],"study_design_scores_gemma":[0.00003711985,0.0001268106,0.8024192,0.002553365,0.0001579786,0.00007768409,0.1314355,0.001257199,0.001277729,0.0005205054,0.06006816,0.00006882738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216958,0.002344578,0.004927345,0.004218259,0.0002011635,0.009004438,0.01804818,0.0002435762,0.03931661],"genre_scores_gemma":[0.9420749,0.004377272,0.02401218,0.0008320319,0.0000654465,0.008041127,0.01003138,0.0001199143,0.01044572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.243452,"threshold_uncertainty_score":0.4897715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1625025794017701,"score_gpt":0.3628462686309215,"score_spread":0.2003436892291514,"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."}}