{"id":"W2559737124","doi":"10.21125/iceri.2016.1548","title":"EXPERIENCE AND REFLECTION: CURRICULUM UNITS TO DEVELOP GENERIC SKILLS IN SPEECH AND LANGUAGE THERAPY STUDENTS","year":2016,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Reflection (computer programming); Computer science; Mathematics education; Speech therapy; Psychology; Pedagogy; Programming language; Medicine; Audiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001664955,0.0001248728,0.0001195345,0.00009382905,0.00005622795,0.00004847806,0.0001585169,0.00007192522,0.0003592015],"category_scores_gemma":[0.00005713065,0.00008097172,0.000006251705,0.0007476859,0.00004789716,0.0001354272,0.00006182941,0.00007205032,0.00005869715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003359943,"about_ca_system_score_gemma":0.00001345693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007013467,"about_ca_topic_score_gemma":0.000006856924,"domain_scores_codex":[0.9990459,0.00001512906,0.0001659209,0.0003866138,0.0001610106,0.0002254435],"domain_scores_gemma":[0.9995988,0.00003095612,0.00005020898,0.00006286131,0.0001424155,0.0001147535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000382856,0.0002550708,0.8941398,0.000004784239,0.00001327414,0.000006952936,0.02366685,4.801832e-9,0.01075891,0.000627315,0.001859537,0.06862926],"study_design_scores_gemma":[0.0006716026,0.0001688123,0.9756302,0.00004250095,0.000001633466,0.00004763138,0.00514098,9.892459e-8,0.0006633083,0.0002204754,0.01725146,0.0001613361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919289,0.0001996097,0.00001120415,0.001026982,0.0002944538,0.0002304222,0.000002307767,0.00003469138,0.006271392],"genre_scores_gemma":[0.9938585,0.0001375843,0.000757075,0.001293892,0.0001279185,0.0001623062,9.633143e-7,0.00001056202,0.003651199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08149042,"threshold_uncertainty_score":0.3933005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04706466016683272,"score_gpt":0.413596646850303,"score_spread":0.3665319866834703,"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."}}