{"id":"W4413230468","doi":"10.1080/14427591.2025.2531577","title":"JOS Special Issue: Innovations in research methodologies for occupational science","year":2025,"lang":"en","type":"article","venue":"Journal of Occupational Science","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Occupational science; Engineering ethics; Sociology; Occupational therapy; Psychology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0458415,0.0001260914,0.0002854089,0.004439287,0.00325551,0.000126937,0.001434971,0.0001273934,0.0006214611],"category_scores_gemma":[0.03983085,0.00009928109,0.00007651705,0.01031871,0.001863315,0.002114155,0.0003215388,0.001288089,0.00005381998],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311506,"about_ca_system_score_gemma":0.02578915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005980477,"about_ca_topic_score_gemma":0.00006557081,"domain_scores_codex":[0.993712,0.0007439338,0.00123423,0.0003932956,0.00307285,0.0008436623],"domain_scores_gemma":[0.9771171,0.009895767,0.0005877234,0.000276504,0.01196976,0.0001531962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.005751908,0.0005349334,0.3271905,0.0001524842,0.00004317342,0.000009459133,0.002698338,0.0009266298,0.03830688,0.4820932,0.1130095,0.02928298],"study_design_scores_gemma":[0.001254966,0.0002065391,0.8604465,0.0002093585,0.000006305725,0.000004497851,0.002554704,0.0005041768,0.001207272,0.04337381,0.09011444,0.000117432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878702,0.0002368666,0.03115442,0.02638648,0.007922554,0.002788703,0.0001005457,0.00003372759,0.05267474],"genre_scores_gemma":[0.8688205,0.0001492977,0.1172227,0.001887501,0.006274219,0.0002173903,0.00001398455,0.00001736347,0.005396956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5332559,"threshold_uncertainty_score":0.9980421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7156447883783893,"score_gpt":0.7261672539164653,"score_spread":0.01052246553807601,"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."}}