{"id":"W4387021065","doi":"10.3389/fpubh.2023.1275920","title":"Partnering for Change: collaborating to transform occupational therapy services that support inclusive education","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Ontario Neurotrauma Foundation","keywords":"Occupational therapy; Inclusion (mineral); Obligation; Participatory action research; Service delivery framework; Perspective (graphical); Service (business); Medicine; Medical education; Psychology; Nursing; Political science; Sociology; Business; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004461726,0.0001563468,0.0002945896,0.0008303683,0.001226725,0.00004909002,0.0002811195,0.0001629553,0.000129422],"category_scores_gemma":[0.0001745889,0.0001437734,0.00004554911,0.001630684,0.00001981778,0.0007984973,0.00006306572,0.0003860684,0.00007660503],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008000011,"about_ca_system_score_gemma":0.007367522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005629212,"about_ca_topic_score_gemma":0.000601618,"domain_scores_codex":[0.9970554,0.0005301222,0.0005493634,0.0003596097,0.000524729,0.0009807504],"domain_scores_gemma":[0.9982697,0.0004601009,0.0002328214,0.0002196733,0.0004435168,0.0003741235],"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":[0.000439404,0.0001978435,0.2800723,0.000737447,0.00004494011,8.854993e-7,0.045089,0.00001126007,0.00001578495,0.001678757,0.1956722,0.4760402],"study_design_scores_gemma":[0.0009860988,0.0002138122,0.1119557,0.0001184474,0.000001174308,2.535736e-7,0.0355818,0.0009708056,0.00000626047,0.001197028,0.8488213,0.0001473475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2695292,0.001057918,0.01807575,0.6677246,0.01236633,0.0220883,0.0008516991,0.0006142844,0.007691885],"genre_scores_gemma":[0.8446272,0.005634197,0.02608791,0.08959907,0.003668825,0.01988933,0.003965619,0.0001704738,0.006357394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6531491,"threshold_uncertainty_score":0.9982598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3216890119336853,"score_gpt":0.5577813257730592,"score_spread":0.2360923138393738,"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."}}