{"id":"W2602197919","doi":"10.1007/s10488-017-0801-6","title":"Extending the Quality and Reach of IPS","year":2017,"lang":"en","type":"article","venue":"Administration and Policy in Mental Health and Mental Health Services Research","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Quality (philosophy); Computer science; Geology; Environmental science; Philosophy; Epistemology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3934148,0.0008953647,0.002457669,0.007165488,0.005083046,0.02781742,0.006187229,0.01452189,0.01335493],"category_scores_gemma":[0.5491635,0.001886905,0.002815478,0.004708815,0.01687947,0.02950612,0.0360098,0.01671986,0.001601547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02108449,"about_ca_system_score_gemma":0.13973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008996126,"about_ca_topic_score_gemma":0.00689062,"domain_scores_codex":[0.6474908,0.2263747,0.02992608,0.01088154,0.06554031,0.01978653],"domain_scores_gemma":[0.3371841,0.4392844,0.03661067,0.06177041,0.08336235,0.04178799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002405007,0.0005519468,0.03749646,0.00210672,0.0003973395,0.0003425424,0.01614665,0.004529251,0.0004240724,0.5889238,0.02580058,0.3230402],"study_design_scores_gemma":[0.0003515549,0.0006710893,0.03607694,0.00713922,0.0003607307,0.0005085438,0.009397547,0.006498202,0.001386657,0.7360768,0.2013787,0.0001540231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03923216,0.0104879,0.06922797,0.6810188,0.002026708,0.001010119,0.0005072674,0.0005744605,0.1959146],"genre_scores_gemma":[0.8501039,0.005085349,0.04899193,0.08187579,0.003074443,0.001707645,0.0003998419,0.000337191,0.008424014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3934148,"threshold_uncertainty_score":0.7480276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4805295843985486,"score_gpt":0.6939796824836443,"score_spread":0.2134500980850956,"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."}}