{"id":"W6911263719","doi":"10.5281/zenodo.10348590","title":"EFFECTIVE CLASSROOM MANAGEMENT FOR STUDENTS WITH LEARNING DIFFICULTIES","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Variety (cybernetics); Classroom management; Order (exchange); Just in Time Teaching; Time management; Learning environment","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001298481,0.0001153232,0.0001448517,0.000213078,0.005854827,0.00008203427,0.0008998575,0.0000914516,0.001155991],"category_scores_gemma":[0.0005705158,0.0001013378,0.0000347466,0.0005567076,0.0001810176,0.00008178789,0.001814129,0.0005334388,0.005925907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366791,"about_ca_system_score_gemma":0.000002783936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005319888,"about_ca_topic_score_gemma":0.000001218139,"domain_scores_codex":[0.9980149,0.0007764511,0.0002198308,0.0003303987,0.0002651642,0.0003932273],"domain_scores_gemma":[0.9986008,0.0002117565,0.000130313,0.0004767431,0.0005014811,0.00007893413],"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":[0.001066291,0.0006619435,0.006574399,0.001082858,0.0006180274,0.00002367196,0.009318786,0.0002436442,0.00103177,0.02484097,0.613968,0.3405696],"study_design_scores_gemma":[0.001236054,0.0003173632,0.107328,0.00008010547,0.00002206748,0.000002503589,0.007984491,0.0001589574,0.00002509161,0.0001598834,0.8825676,0.0001177902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6926273,0.0000747158,0.04051298,0.00616979,0.00038314,0.01180709,0.0002994715,0.01328811,0.2348375],"genre_scores_gemma":[0.987389,0.0001015844,0.0005998725,0.0001351702,0.00005288517,0.000005808574,0.001247391,0.0006943483,0.00977398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3404518,"threshold_uncertainty_score":0.9997571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06178969680853758,"score_gpt":0.3921448121022322,"score_spread":0.3303551152936947,"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."}}