{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00166064,0.0004934622,0.0004659012,0.001074483,0.0004043192,0.001350519,0.000393696,0.0007300093,0.00147603],"category_scores_gemma":[0.01251741,0.0002484254,0.0002951464,0.000463607,0.0005106562,0.0006924703,0.001013914,0.0006396531,0.001298205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005581423,"about_ca_system_score_gemma":0.0008962751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920911,"about_ca_topic_score_gemma":0.001849456,"domain_scores_codex":[0.9983941,0.0003735541,0.0001796992,0.0002044876,0.0005511917,0.000297007],"domain_scores_gemma":[0.990538,0.001908908,0.002783332,0.0002480846,0.001881557,0.002640227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002649522,0.001424534,0.9726528,0.00004677273,0.00004036736,0.000340714,0.003195323,0.0004516257,0.002682952,0.00003556887,0.0001996757,0.01866478],"study_design_scores_gemma":[0.00001459737,0.003277941,0.9896729,0.00002107062,0.00002066671,0.0006522976,0.00240903,0.001295427,0.00208878,0.00008784385,0.0004341842,0.0000252631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996976,0.00002604352,0.00005392453,0.000009966697,0.000002373784,0.000006717141,0.00001308676,0.000004050153,0.0001862295],"genre_scores_gemma":[0.9992039,0.00003623272,0.0001210188,0.0000137571,0.000002596282,0.00001152868,0.0000624717,0.000002295996,0.0005462656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001920911,"threshold_uncertainty_score":0.008782446,"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."}}