{"id":"W7055749326","doi":"","title":"Does team work make the dream work? (and other claims of student-oriented mathematics instruction)","year":2024,"lang":"en","type":"other","venue":"Econstor (Econstor)","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Style (visual arts); Literacy; Standard deviation; Work (physics); Quarter (Canadian coin); Student achievement; Dream","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003227644,0.0005598014,0.0008355462,0.0002666895,0.0001268968,0.0001160634,0.0005565914,0.0002491867,0.00596242],"category_scores_gemma":[0.000005948051,0.0003395162,0.0003319079,0.0003793701,0.0009572226,0.00005759925,0.0003248167,0.0008120597,0.0007252007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188853,"about_ca_system_score_gemma":0.0003203102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001102957,"about_ca_topic_score_gemma":0.00003378591,"domain_scores_codex":[0.9977066,0.0001005553,0.0006495349,0.0006392111,0.0004031881,0.0005009205],"domain_scores_gemma":[0.9982564,0.0001815319,0.00047727,0.0008666925,0.00005278681,0.000165319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002232227,0.0002841341,0.7351688,0.0002068876,0.001854975,0.000003224903,0.002085097,0.00000114703,0.000006579335,0.06117071,0.1886351,0.01056107],"study_design_scores_gemma":[0.001895347,0.00004083657,0.00345272,0.001820439,0.0006135306,0.00001051774,0.00841713,0.00009578669,0.0001555693,0.01563985,0.9663836,0.001474628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2948503,0.0009466112,0.0007646161,0.000145682,0.002812361,0.00110658,0.000529016,0.0001760527,0.6986688],"genre_scores_gemma":[0.403074,0.00004311272,0.000484943,0.00006410653,0.001902436,0.0001858146,0.00003734474,0.0007318475,0.5934764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7777485,"threshold_uncertainty_score":0.9999057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168851227531264,"score_gpt":0.2691831082899023,"score_spread":0.2574945960145896,"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."}}