{"id":"W4368370073","doi":"10.2196/preprints.47978","title":"A Brief Digital Screening and Intervention Tool for Parental and Adolescent Tobacco and Electronic Cigarette Use in Pediatric Medical Care in Canada: Protocol for a Pilot Randomized Controlled Trial (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Randomized controlled trial; Family medicine; Smoking cessation; Intervention (counseling); Electronic cigarette; Pediatrics; Psychiatry","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":[0.02412827,0.004701158,0.008008834,0.002331904,0.004625272,0.00370549,0.003310931,0.006323718,0.08130859],"category_scores_gemma":[0.02333454,0.003098138,0.005135753,0.003145034,0.002879614,0.002598772,0.001747376,0.005903556,0.008895088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01065094,"about_ca_system_score_gemma":0.04011552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03094704,"about_ca_topic_score_gemma":0.05281447,"domain_scores_codex":[0.9856254,0.007424244,0.001987417,0.001183487,0.001748212,0.002031112],"domain_scores_gemma":[0.9906386,0.002209914,0.001810042,0.0009425714,0.002823362,0.001575556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8377191,0.03240422,0.001082741,0.02384664,0.001940199,0.000218107,0.0006307723,0.002097731,0.001844844,0.003147538,0.03549902,0.05956914],"study_design_scores_gemma":[0.9463049,0.02445974,0.002540897,0.002735356,0.0007256871,0.0000271832,0.0001456665,0.0009932219,0.0006238471,0.001022055,0.02032881,0.00009266644],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001494054,0.000123778,0.0004325361,0.0001249756,0.0001620582,0.9964568,0.0007666249,0.00004394764,0.0003952007],"genre_scores_gemma":[0.001473977,0.0001023672,0.00120889,0.0001133,0.00003442886,0.9967056,0.00009931585,0.00000253874,0.000259587],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.969053,"threshold_uncertainty_score":0.2720043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03658331679521408,"score_gpt":0.323321098069137,"score_spread":0.2867377812739229,"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."}}