{"id":"W3172855220","doi":"10.2196/25796","title":"Development of Automated Reinforcement Management System (ARMS): Protocol for a Phase I Feasibility and Usability Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Usability; Contingency management; Protocol (science); Intervention (counseling); Focus group; Computer science; Medicine; Human–computer interaction; Nursing; Business","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":[0.04098899,0.004390006,0.004686962,0.002714611,0.004886022,0.002873188,0.003605718,0.005480512,0.05853166],"category_scores_gemma":[0.03647146,0.003279367,0.003180554,0.001984025,0.003641861,0.002868884,0.002622936,0.007849209,0.01416484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004333448,"about_ca_system_score_gemma":0.02117658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003258019,"about_ca_topic_score_gemma":0.005740212,"domain_scores_codex":[0.9792818,0.01230047,0.002280404,0.001339284,0.003169775,0.001628198],"domain_scores_gemma":[0.9768214,0.005733961,0.003177353,0.003407474,0.008533656,0.002326136],"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":[0.2168519,0.1864333,0.005800499,0.06177814,0.001085805,0.002310351,0.009841781,0.009739567,0.01871473,0.0144478,0.1623722,0.3106239],"study_design_scores_gemma":[0.3627782,0.1719808,0.02154705,0.01995667,0.0008449046,0.0007105514,0.004518575,0.006741582,0.01057819,0.009422954,0.3901651,0.0007554761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001177751,0.00006284328,0.001538862,0.00007510688,0.00006838723,0.9962543,0.0003484911,0.00005066211,0.0004235871],"genre_scores_gemma":[0.0005635331,0.00004575761,0.001705198,0.00007405903,0.000009178633,0.9973853,0.0000639827,0.000003489775,0.0001495161],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05853166,"threshold_uncertainty_score":0.2167732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1703029422894598,"score_gpt":0.5051208935052006,"score_spread":0.3348179512157409,"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."}}