{"id":"W912741808","doi":"10.24908/pceea.v0i0.3592","title":"In-depth learning and development of experimental and team work skills in laboratory courses","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Bachelor; Curriculum; Work (physics); Teamwork; Engineering; Mathematics education; Computer science; Engineering management; Psychology; Pedagogy; Mechanical engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004178185,0.001712761,0.0008980117,0.001284937,0.001515866,0.003923509,0.003863507,0.001468576,0.02489154],"category_scores_gemma":[0.009327894,0.0004864063,0.0008977109,0.0007362833,0.001194281,0.002497471,0.005025395,0.002700669,0.009046312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181229,"about_ca_system_score_gemma":0.004299619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000354543,"about_ca_topic_score_gemma":0.0007992332,"domain_scores_codex":[0.9978372,0.0006782655,0.0001195573,0.0003979615,0.0005857535,0.0003812623],"domain_scores_gemma":[0.9927098,0.002170599,0.0005639045,0.0008520919,0.001195631,0.002508026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004612296,0.01472189,0.00452168,0.001617882,0.00003203621,0.0008781115,0.01455546,0.006507225,0.0448471,0.03091132,0.09561443,0.7853316],"study_design_scores_gemma":[0.0005659358,0.008261198,0.02505854,0.003024019,0.00008614972,0.003187093,0.01346227,0.01452244,0.06051673,0.1082437,0.7628188,0.0002531388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2935053,0.002516632,0.434967,0.009235782,0.002746912,0.007508971,0.001170552,0.005694161,0.2426547],"genre_scores_gemma":[0.3847108,0.003599779,0.4987324,0.00360375,0.0006640044,0.00395,0.001330317,0.0006979652,0.1027109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02489154,"threshold_uncertainty_score":0.08327043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004550150376663569,"score_gpt":0.2011311210797252,"score_spread":0.1965809707030616,"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."}}