{"id":"W1981112706","doi":"10.1177/030802260907200505","title":"The Clinical Utility of a Tool for Optimising Written Productivity","year":2009,"lang":"en","type":"article","venue":"British Journal of Occupational Therapy","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; McMaster University; University of Toronto","funders":"Toronto Rehabilitation Institute","keywords":"Handwriting; Productivity; Psychological intervention; Selection (genetic algorithm); Intervention (counseling); Occupational therapy; Psychology; Medical education; Applied psychology; Medicine; Computer science; Physical therapy; Nursing; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006923499,0.0000475653,0.0001592394,0.00002667989,0.0006358706,0.00012777,0.0002018973,0.00005666761,0.00001843902],"category_scores_gemma":[0.002732076,0.0000434263,0.0001772215,0.000114556,0.0002037191,0.0002092169,0.000003525815,0.0001534873,2.615965e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002420192,"about_ca_system_score_gemma":0.0005871559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006174939,"about_ca_topic_score_gemma":0.00004505194,"domain_scores_codex":[0.9984692,0.0003409424,0.0005562941,0.00009754642,0.0003896378,0.0001463533],"domain_scores_gemma":[0.9975079,0.0009053083,0.0004849211,0.00007269521,0.0009803106,0.00004890955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000576344,0.0003361247,0.0194515,0.000003751904,0.00003262987,0.000001305359,0.0008942913,0.000007038289,0.0000747562,0.002270468,0.006717679,0.9696341],"study_design_scores_gemma":[0.0009112787,0.0002818447,0.9463792,0.0001341742,0.00001149717,0.00004599305,0.0009916145,0.00002957283,0.0001437179,0.01288013,0.03809913,0.00009179967],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925647,0.001363744,0.00127666,0.003506683,0.0004366213,0.0002210914,0.00001156127,0.000009138861,0.0006097471],"genre_scores_gemma":[0.9929873,0.001166147,0.003956898,0.0001242143,0.001608201,0.000002621484,0.000002244211,0.000003861395,0.0001484814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9695423,"threshold_uncertainty_score":0.4890667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1543831720678551,"score_gpt":0.4628310056763949,"score_spread":0.3084478336085398,"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."}}