{"id":"W4309941937","doi":"10.1111/1460-6984.12822","title":"Outcomes management practices in tiered school‐based speech–language therapy: A Canadian example","year":2022,"lang":"en","type":"article","venue":"International Journal of Language & Communication Disorders","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; University of Waterloo; University of Toronto; McMaster University","funders":"","keywords":"Accountability; Psychology; Service delivery framework; Medical education; Context (archaeology); Best practice; Debriefing; Inclusion (mineral); Stakeholder; Service (business); Applied psychology; Medicine; Public relations; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01151009,0.0003971836,0.000304328,0.001919242,0.01807696,0.005296649,0.002343268,0.00139061,0.003470854],"category_scores_gemma":[0.01301752,0.000404302,0.0006204345,0.005525205,0.00548655,0.001614902,0.005400199,0.002280723,0.0002775161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1169304,"about_ca_system_score_gemma":0.2171753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9513928,"about_ca_topic_score_gemma":0.9812294,"domain_scores_codex":[0.9921429,0.002814437,0.0005694428,0.0005417711,0.002229907,0.001701439],"domain_scores_gemma":[0.9818736,0.003458216,0.001003472,0.0007779,0.007828077,0.005058649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004165758,0.001371063,0.05517473,0.001766678,0.00007728551,0.009169647,0.3982296,0.003930636,0.003358729,0.09482452,0.03382374,0.3978567],"study_design_scores_gemma":[0.0002142513,0.0006164117,0.2133315,0.002256803,0.0001141319,0.00377935,0.3395899,0.005999178,0.002120706,0.01602966,0.4155623,0.0003857292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7725307,0.007846393,0.01791089,0.05125609,0.000539723,0.002113897,0.0007787667,0.0003170105,0.1467065],"genre_scores_gemma":[0.9557363,0.003592706,0.02563031,0.001686646,0.00003955231,0.0003273827,0.0002522601,0.00008824543,0.01264663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9513928,"threshold_uncertainty_score":0.8483931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008751163505918,"score_gpt":0.4940980006594504,"score_spread":0.3932228843088586,"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."}}