{"id":"W4221127326","doi":"10.31124/advance.19383266.v1","title":"Sadownik, S.A. (2022). Monitoring and Assessing Student Thinking in Google Math Classroom Environments.pdf","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Education and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Psychology; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001244162,0.000628333,0.0003928972,0.002742625,0.0006432802,0.002191825,0.0004510455,0.0004611893,0.03680606],"category_scores_gemma":[0.005314146,0.0003770794,0.000324374,0.001993152,0.0006733519,0.00234543,0.001086243,0.001007903,0.0277873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897434,"about_ca_system_score_gemma":0.0009439875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005174978,"about_ca_topic_score_gemma":0.007528491,"domain_scores_codex":[0.999645,0.00003568364,0.00002926881,0.00003244935,0.0002398949,0.00001768707],"domain_scores_gemma":[0.9968575,0.001543175,0.000178983,0.0001835424,0.00101963,0.0002171563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001625795,0.00004070546,0.005677578,0.0003914187,0.00001324337,0.0001617553,0.0007561438,0.0002137957,0.003554695,0.002255999,0.3809929,0.6057791],"study_design_scores_gemma":[0.00005419988,0.0001166065,0.08069053,0.0005299791,0.00005501236,0.001473566,0.00165488,0.001137302,0.01038152,0.009688896,0.8941473,0.00007014212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1212083,0.0836501,0.180454,0.0380844,0.01651989,0.0009139502,0.1279922,0.02667783,0.4044992],"genre_scores_gemma":[0.2422208,0.06217328,0.1637387,0.00134508,0.00200082,0.0006934218,0.05223924,0.0067986,0.46879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03680606,"threshold_uncertainty_score":0.1231286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368475528973041,"score_gpt":0.3776834523097203,"score_spread":0.3339986970199899,"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."}}