{"id":"W2616249471","doi":"10.18260/1-2--14619","title":"Same Course, Two Methods Of Learning : Assessment Of The Students Success","year":2020,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mathematics education; Course (navigation); Computer science; Autodidacticism; Point (geometry); Artificial intelligence; Psychology; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002428728,0.0001161107,0.0002176197,0.00002158393,0.00002301464,0.00001198243,0.0003869064,0.00003151919,0.0001251338],"category_scores_gemma":[0.00004217126,0.00009305339,0.00007247446,0.0002327922,0.00003095199,0.0000607928,0.000154508,0.0002875617,0.000002053538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003539263,"about_ca_system_score_gemma":0.00001187272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697067,"about_ca_topic_score_gemma":0.000001035154,"domain_scores_codex":[0.9991302,0.00008003143,0.0002556158,0.0001063521,0.0002872182,0.000140589],"domain_scores_gemma":[0.9996151,0.00009799979,0.00005383188,0.0001563958,0.00002537622,0.00005124315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.640902e-7,0.00001641175,0.1125999,0.00007639093,0.00007359115,3.764987e-7,0.000484798,0.7055713,0.1799161,0.0004300015,0.00003281449,0.0007973415],"study_design_scores_gemma":[0.00052315,0.00007092229,0.09125972,0.0000758065,0.00004032079,0.000001368632,0.0009436102,0.5880468,0.3173606,0.00000804362,0.001461581,0.0002081094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8254477,0.0003126912,0.157408,0.00009060695,0.0003769445,0.0001976661,0.000001834935,0.0003073507,0.01585712],"genre_scores_gemma":[0.9452307,0.000008852639,0.05458069,0.00002010665,0.00002766078,0.000006426198,9.015899e-7,0.00003256519,0.00009206177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1374445,"threshold_uncertainty_score":0.3794607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642168135354016,"score_gpt":0.3819960491625398,"score_spread":0.3655743678089996,"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."}}