{"id":"W6926654951","doi":"10.25384/sage.12902083","title":"sj-docx-2-eax-10.1177_2167696820946894 - Modeling the Reduction of Attrition in Campus Mental Health Services: A Discrete Choice Conjoint Experiment","year":2022,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Attrition; Mental health; Reduction (mathematics); Conjoint analysis; Preference; Discrete choice","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004283955,0.0006836343,0.0006394004,0.001059274,0.0007963121,0.001370278,0.001992357,0.001253472,0.8214456],"category_scores_gemma":[0.02675695,0.0006827703,0.0009816702,0.00162444,0.0004796469,0.001300703,0.0009417937,0.001585929,0.2340201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310544,"about_ca_system_score_gemma":0.001888313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01681778,"about_ca_topic_score_gemma":0.03466737,"domain_scores_codex":[0.9990162,0.0003707146,0.00006271484,0.00008170731,0.0003656943,0.0001029376],"domain_scores_gemma":[0.9728228,0.02105688,0.0006109657,0.00165741,0.0028183,0.001033719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003559829,0.00053502,0.001498637,0.0004846357,0.00002883304,0.00002624232,0.0000977193,0.002038675,0.0002342214,0.002044992,0.9699494,0.02270565],"study_design_scores_gemma":[0.008963506,0.00270199,0.03026213,0.001664812,0.0002677448,0.0001197246,0.002157544,0.02580456,0.003808382,0.0171139,0.9068785,0.0002572653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.006322844,0.00007095469,0.00546375,0.001774012,0.0005945064,0.002584579,0.9126226,0.003611653,0.06695515],"genre_scores_gemma":[0.1213708,0.0006672741,0.04590981,0.003145219,0.0004700195,0.0244714,0.4819164,0.006371739,0.3156774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8214456,"threshold_uncertainty_score":0.2546861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04409521170574272,"score_gpt":0.284206191145307,"score_spread":0.2401109794395643,"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."}}