{"id":"W4392721239","doi":"10.22318/icls2023.113658","title":"Exploring Changes Within a Cross-Context Community","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Context (archaeology); Mathematics education; Context effect; Computer science; Pedagogy; Psychology; Mathematics; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005531522,0.0001629002,0.0001995403,0.0002619654,0.0006361139,0.0001051869,0.0003155196,0.00008490236,0.0001775853],"category_scores_gemma":[0.0009078965,0.0001531463,0.00004120034,0.0009607797,0.0001240761,0.0001915874,0.0001297242,0.001277184,0.0009276328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003819259,"about_ca_system_score_gemma":0.000009426652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003251707,"about_ca_topic_score_gemma":0.00001096958,"domain_scores_codex":[0.9987774,0.0001949748,0.0002109787,0.0002432054,0.0001603782,0.0004130991],"domain_scores_gemma":[0.9993004,0.0001523346,0.0001415404,0.0001711935,0.0001775222,0.00005705326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001709293,0.0001632371,0.166535,0.0001778507,0.0001576472,0.00001585278,0.5131261,0.000005517121,0.01048436,0.1150781,0.01179255,0.1822928],"study_design_scores_gemma":[0.00110349,0.0004566688,0.7923918,0.0001756183,0.00002262795,0.00003657831,0.07718185,0.0001486173,0.006621833,0.002651392,0.1185784,0.0006311373],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918925,0.00002974876,0.00007946989,0.0004242685,0.001132993,0.0001100657,0.000002206188,0.001036754,0.07825954],"genre_scores_gemma":[0.9897331,0.000003901397,0.0008334769,0.0003892183,0.0003535423,0.0001906983,0.000006479344,0.00004619966,0.008443377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6258568,"threshold_uncertainty_score":0.9998503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4938125107819786,"score_gpt":0.4580729646079738,"score_spread":0.03573954617400482,"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."}}