{"id":"W4251668331","doi":"10.24908/pceea.vi0.13729","title":"LET THE STUDENTS DESIGN THEIR OWN EXPERIMENTS!","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"U.S. Department of Energy","keywords":"Bachelor; Quality (philosophy); Event (particle physics); Computer science; Key (lock); Mathematics education; Engineering management; Psychology; Medical education; Engineering; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005137263,0.0002049085,0.0001808247,0.0001840299,0.0001063929,0.000112061,0.0006675835,0.0001273457,0.0001524387],"category_scores_gemma":[0.0002501658,0.0001623467,0.00009240701,0.0004755431,0.00001145832,0.0001813243,0.00002705295,0.0002947257,0.00006800452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497885,"about_ca_system_score_gemma":0.0003424353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008433582,"about_ca_topic_score_gemma":0.0002947295,"domain_scores_codex":[0.9988081,0.000008872219,0.0002851945,0.0001607635,0.0003864924,0.0003506184],"domain_scores_gemma":[0.999149,0.00008341207,0.000134653,0.0002055887,0.0002664288,0.0001609174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005615939,0.0001954945,0.1147636,0.001813934,0.0007510543,1.048145e-7,0.0108058,0.08465708,0.02688899,0.007283443,0.7505465,0.002288394],"study_design_scores_gemma":[0.0007660372,0.00005530486,0.2406499,0.00133782,0.000153495,0.00001538542,0.002481307,0.02552148,0.03987371,0.0002143024,0.6875837,0.001347561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406812,0.003495134,0.0002940757,0.0121178,0.01643579,0.003028357,0.00005740157,0.0007958785,0.0230944],"genre_scores_gemma":[0.9935489,0.0001111379,0.0003177171,0.0006526038,0.0001900499,0.0001385877,0.000008221283,0.00006372213,0.004969056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1258863,"threshold_uncertainty_score":0.6620308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015550110919664,"score_gpt":0.2245174086036633,"score_spread":0.2143619074944667,"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."}}