{"id":"W2067067618","doi":"10.3109/02699206.2013.812146","title":"Performance of speech-language pathology students in problem-based learning tutorials and in clinical practice","year":2013,"lang":"en","type":"article","venue":"Clinical Linguistics & Phonetics","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"McMaster University","keywords":"Compass; Psychology; Medical education; Speech-Language Pathology; Occupational therapy; Test (biology); Medical physics; Medicine; Physical therapy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01708301,0.000172835,0.0006270539,0.0001490447,0.000130871,0.00007380842,0.0003948575,0.0004676598,0.00007287344],"category_scores_gemma":[0.1184846,0.0001771159,0.00008264317,0.0004140077,0.0007071428,0.00006602539,0.0001623611,0.001333397,0.00004458815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004787358,"about_ca_system_score_gemma":0.0004664058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075571,"about_ca_topic_score_gemma":0.0003728049,"domain_scores_codex":[0.9934989,0.003082586,0.001941485,0.0004586201,0.0005194609,0.0004989225],"domain_scores_gemma":[0.9892238,0.009129912,0.0006939409,0.0002446063,0.0005149072,0.0001928467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001986099,0.0005405489,0.9569602,0.00007188222,0.00001350067,0.00006949141,0.003916814,0.0002850024,0.0000304993,0.0004860964,0.00006481585,0.03736256],"study_design_scores_gemma":[0.006508462,0.002788933,0.8656851,0.000796552,0.0001642756,0.000004000598,0.004947329,0.005373755,0.0001128738,0.002564779,0.1101521,0.0009017871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901636,0.0003299898,0.00006514625,0.0002027217,0.001388098,0.0006293028,0.00000230228,0.00003950395,0.007179384],"genre_scores_gemma":[0.9668089,0.001197282,0.03012411,0.0003372667,0.001281737,0.00002011811,0.000006615184,0.00002241384,0.0002015197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100873,"threshold_uncertainty_score":0.8889408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03605142420454416,"score_gpt":0.4338187076447752,"score_spread":0.397767283440231,"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."}}