{"id":"W2782570848","doi":"10.1145/3154862.3154885","title":"Differences that matter","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Calgary","funders":"","keywords":"Psychology; Medical education; Medicine","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":[0.009393051,0.0002865329,0.0005608655,0.001177129,0.002506861,0.005660458,0.001037577,0.001854308,0.02814663],"category_scores_gemma":[0.04485114,0.0002140659,0.0005106659,0.001539851,0.004735007,0.006148343,0.004010044,0.00279534,0.004443766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372122,"about_ca_system_score_gemma":0.003182396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002806935,"about_ca_topic_score_gemma":0.003390619,"domain_scores_codex":[0.9890591,0.004729763,0.0007961406,0.001852952,0.002315629,0.001246387],"domain_scores_gemma":[0.9839008,0.008701233,0.001749019,0.001734198,0.002341551,0.001573138],"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":[0.0004981232,0.000136182,0.03685327,0.002019811,0.0003065373,0.0008962426,0.2266754,0.0001379698,0.002785057,0.2887816,0.08453622,0.3563736],"study_design_scores_gemma":[0.000065517,0.0001314312,0.03000782,0.002019233,0.0001404034,0.001570196,0.1599933,0.0001001051,0.001025365,0.1288711,0.676012,0.00006349314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2840776,0.04399025,0.01999751,0.2312917,0.01646381,0.0004079496,0.002504839,0.0002871193,0.4009793],"genre_scores_gemma":[0.8783463,0.009897069,0.005605248,0.07313404,0.001611709,0.0003345545,0.0009500905,0.0003926373,0.02972837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02814663,"threshold_uncertainty_score":0.09415984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628226363202374,"score_gpt":0.4496984793113927,"score_spread":0.2868758429911553,"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."}}