{"id":"W3139867732","doi":"10.29173/iasl7560","title":"Collaborative Practice in an Inclusive Environment","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Curriculum; Work (physics); Pedagogy; Mathematics education; Literacy; Sociology; Computer science; Psychology; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004283767,0.00008807633,0.0001088315,0.0000825146,0.0002662042,0.0001567602,0.000179607,0.0001598374,0.0004583875],"category_scores_gemma":[0.001823019,0.00009346984,0.00001400807,0.0004798375,0.0002401957,0.001304365,0.00005646222,0.0002337189,0.00007246337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156386,"about_ca_system_score_gemma":0.000808603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000288108,"about_ca_topic_score_gemma":0.001298128,"domain_scores_codex":[0.9990137,0.00007003112,0.0001633505,0.000278628,0.0002645601,0.0002097163],"domain_scores_gemma":[0.9983254,0.00007872205,0.0001098004,0.00006356884,0.001334996,0.00008751186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001430346,0.0002276888,0.005603921,0.000002896579,0.000006206678,0.000008044422,0.8127574,3.561001e-7,0.0004592257,0.171257,0.0008032503,0.008859712],"study_design_scores_gemma":[0.0001240566,0.00006084637,0.001485241,0.00001561717,0.000006441445,0.000002590937,0.8598808,0.00001468662,0.001768005,0.008622122,0.1279061,0.000113533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8785292,0.0001605096,0.00006701281,0.04615621,0.0001402259,0.0002574926,0.00001082722,0.00009594263,0.07458259],"genre_scores_gemma":[0.9955527,0.0003941447,0.001767719,0.0008611304,0.00007614764,0.00005845195,0.00001034963,0.000005175445,0.001274243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626349,"threshold_uncertainty_score":0.5019022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667790737352961,"score_gpt":0.3470565856271693,"score_spread":0.3303786782536398,"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."}}