{"id":"W4320727313","doi":"10.1007/s10649-023-10206-3","title":"Student noticing of collaborative practices: exploring how college students notice during small group interactions in math","year":2023,"lang":"en","type":"article","venue":"Educational Studies in Mathematics","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Crandall University","funders":"","keywords":"Notice; Mathematics education; Group work; Collaborative learning; Leverage (statistics); Psychology; Pedagogy; Computer science; Political 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":[0.001580312,0.0003582108,0.0003378781,0.0007623459,0.001592459,0.003971606,0.001076442,0.001640066,0.002451933],"category_scores_gemma":[0.02863227,0.0003919007,0.0002568095,0.0004374612,0.001038112,0.00202084,0.002618564,0.001767801,0.0007021838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006741719,"about_ca_system_score_gemma":0.0007344672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373002,"about_ca_topic_score_gemma":0.004730524,"domain_scores_codex":[0.9980434,0.0008695451,0.00008737275,0.00026513,0.0004996954,0.0002349013],"domain_scores_gemma":[0.9788714,0.01193855,0.003996145,0.001271917,0.001551187,0.002370724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008533319,0.0009192163,0.2560138,0.0002180487,0.0001147585,0.0008908639,0.646003,0.0001790915,0.03495344,0.0008302059,0.001118625,0.05790573],"study_design_scores_gemma":[0.00004536461,0.001140279,0.5252907,0.0001405756,0.0001154622,0.001228981,0.4537993,0.001546612,0.004405105,0.001301858,0.01084599,0.0001398708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969298,0.00005483037,0.0006883772,0.0001344875,0.000009879765,0.00001742189,0.00002155444,0.00003902983,0.002104579],"genre_scores_gemma":[0.9980506,0.00005655988,0.0006849195,0.00008756499,0.000006518429,0.00002106116,0.0000415091,0.00001917948,0.001031955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003971606,"threshold_uncertainty_score":0.008357584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3475871553731463,"score_gpt":0.5303913008385289,"score_spread":0.1828041454653826,"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."}}