{"id":"W4399488108","doi":"10.22318/icls2024.218341","title":"Active Learning as Joint Achievement in Postsecondary Science Classrooms","year":2024,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Mathematics education; Joint (building); Postsecondary education; Psychology; Higher education; Engineering; Political science","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":[0.007238205,0.0001313558,0.000154578,0.0005491978,0.0007367147,0.0004675119,0.00034912,0.00007795721,0.0002782916],"category_scores_gemma":[0.002410435,0.0001260905,0.0000417328,0.002408818,0.0006703804,0.001113331,0.0001626325,0.0009210809,0.0001239154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000972543,"about_ca_system_score_gemma":0.0007146812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005717902,"about_ca_topic_score_gemma":0.00004528775,"domain_scores_codex":[0.9979377,0.00007350469,0.0002350923,0.0004836926,0.0007009321,0.0005690596],"domain_scores_gemma":[0.9994696,0.00007392545,0.00007034715,0.00004791481,0.000240271,0.00009788969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000184034,0.00006152315,0.006900905,0.00005909218,0.00001413439,0.00001307906,0.135991,0.000002260873,0.06058714,0.6788656,0.0003448062,0.1171421],"study_design_scores_gemma":[0.0007083493,0.0006389518,0.09693938,0.001078391,0.00003222387,0.0000140517,0.1889269,0.001717782,0.07404581,0.1326993,0.5018233,0.001375544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6023068,0.00007510355,0.0001517562,0.002395773,0.0004380507,0.0002159767,6.431365e-7,0.0002344065,0.3941815],"genre_scores_gemma":[0.9924942,0.00002178802,0.003508099,0.0002856086,0.0002332307,0.00002884596,6.829666e-7,0.00001815264,0.003409381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461663,"threshold_uncertainty_score":0.5666288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03963533251766542,"score_gpt":0.3902845041742759,"score_spread":0.3506491716566105,"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."}}