{"id":"W1496690845","doi":"10.23865/hu.v5.778","title":"Courses for tutors in problem-based learning. Current challenges at four Swedish universities","year":2015,"lang":"en","type":"article","venue":"Högre utbildning","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TUTOR; Problem-based learning; Construct (python library); Mathematics education; Medical education; Task (project management); Psychology; Computer science; Pedagogy; Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003889995,0.000393299,0.0003647714,0.001362073,0.003404794,0.005951377,0.001046357,0.001130304,0.00874395],"category_scores_gemma":[0.009927697,0.0003501514,0.0003465262,0.001409791,0.001420635,0.001886674,0.0055902,0.001284423,0.003481718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003820707,"about_ca_system_score_gemma":0.007881161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294999,"about_ca_topic_score_gemma":0.003905929,"domain_scores_codex":[0.996344,0.001636435,0.0003118643,0.0003758567,0.0005797825,0.0007520844],"domain_scores_gemma":[0.9862504,0.002951937,0.00139535,0.0005367442,0.001465894,0.007399741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000559195,0.002769356,0.2131971,0.001524688,0.00003137923,0.002071867,0.1039366,0.002389567,0.009797284,0.01456935,0.02253326,0.6266204],"study_design_scores_gemma":[0.000150655,0.002403051,0.3256216,0.001247985,0.00009207612,0.003302652,0.2580208,0.004015923,0.01263145,0.01865247,0.3736518,0.0002093479],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684645,0.00304313,0.004465497,0.005813267,0.0002121838,0.0001917356,0.0001608883,0.0003640742,0.01728473],"genre_scores_gemma":[0.9783421,0.0008088825,0.006733373,0.0007089775,0.00005063812,0.0001279464,0.0001972878,0.00004641191,0.01298434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00874395,"threshold_uncertainty_score":0.0292514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226467911814515,"score_gpt":0.3520954524796438,"score_spread":0.2294486612981922,"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."}}