{"id":"W3031254516","doi":"10.2196/17829","title":"A Digital Substance-Use Harm Reduction Intervention for Students in Higher Education (MyUSE): Protocol for Project Development","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Intervention (counseling); Harm; Harm reduction; Drug education; Medical education; Psychology; Protocol (science); Applied psychology; Medicine; Substance abuse; Nursing; Social psychology; Public health; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.06059539,0.003669234,0.004370471,0.003543022,0.005713845,0.004416801,0.003423288,0.006360502,0.113372],"category_scores_gemma":[0.0690231,0.003970844,0.003539134,0.002395026,0.003801299,0.004377492,0.004921807,0.008128125,0.02323074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006646349,"about_ca_system_score_gemma":0.0407271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003874184,"about_ca_topic_score_gemma":0.006863574,"domain_scores_codex":[0.9729185,0.0169079,0.003399245,0.001946143,0.002673773,0.002154422],"domain_scores_gemma":[0.9511524,0.0143735,0.004952404,0.006393583,0.01699858,0.006129454],"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":[0.06693079,0.02810963,0.003331241,0.1019067,0.0006302517,0.001445692,0.02006163,0.006062228,0.005748909,0.02264831,0.2890064,0.4541181],"study_design_scores_gemma":[0.1905115,0.03027254,0.01275272,0.0628885,0.0005950842,0.0005102063,0.01114692,0.005165654,0.0074344,0.0287738,0.6491441,0.0008044888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005693396,0.00006873666,0.002032812,0.0001796536,0.00009387063,0.9953086,0.0008917344,0.00008785509,0.0007674675],"genre_scores_gemma":[0.0002743884,0.00003400018,0.001988839,0.00006279378,0.00000708354,0.9974121,0.00006194081,0.000003059899,0.0001556962],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.113372,"threshold_uncertainty_score":0.3792672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6856660220543564,"score_gpt":0.6885960556601383,"score_spread":0.002930033605781812,"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."}}