{"id":"W4386729905","doi":"10.1145/3604915.3608751","title":"BehavRec: Workshop on Recommendations for Behavior Change","year":2023,"lang":"en","type":"article","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Dalhousie University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02386299,0.002294116,0.001794439,0.002228556,0.001541268,0.00621201,0.005533228,0.006976892,0.03547708],"category_scores_gemma":[0.03138416,0.001078158,0.003503372,0.001777931,0.001656197,0.005789538,0.005807516,0.008665113,0.0164611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002986977,"about_ca_system_score_gemma":0.004611986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013013,"about_ca_topic_score_gemma":0.01096163,"domain_scores_codex":[0.9901833,0.005338938,0.0005763656,0.001308963,0.001876815,0.0007156181],"domain_scores_gemma":[0.9769655,0.01256366,0.0004539417,0.002461113,0.004249704,0.003305941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002644489,0.0004776009,0.0006151677,0.0005497143,0.0001603353,0.0001426375,0.0008332408,0.001959099,0.0009429626,0.01904049,0.7818916,0.1931227],"study_design_scores_gemma":[0.0001060931,0.0002683992,0.001127732,0.0009411157,0.00006584385,0.0001257619,0.0007051878,0.004421595,0.00106315,0.01444725,0.9766403,0.00008768918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01592871,0.07265568,0.2937274,0.3731106,0.09763688,0.002479692,0.01366113,0.009260545,0.1215394],"genre_scores_gemma":[0.1265517,0.05884145,0.3090363,0.06858685,0.03529936,0.005591491,0.03292054,0.00431239,0.3588599],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03547708,"threshold_uncertainty_score":0.126201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.384537031170708,"score_gpt":0.5591812088907863,"score_spread":0.1746441777200782,"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."}}