{"id":"W4306666926","doi":"10.1016/j.tate.2022.103907","title":"Professional vision in the classroom: Teachers’ knowledge-based reasoning explaining their visual focus of attention to students","year":2022,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Suomen Kulttuurirahasto; York University; Academy of Finland; New York University Abu Dhabi","keywords":"Focus (optics); Psychology; Mathematics education; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001235476,0.0001798845,0.0001864914,0.0007709423,0.0005947191,0.001995654,0.0003491264,0.0003866674,0.0009430054],"category_scores_gemma":[0.007028385,0.0002530733,0.0001748573,0.0002735693,0.001144703,0.0009466534,0.0009568457,0.0005226742,0.0001437785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007543784,"about_ca_system_score_gemma":0.0007671571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007009966,"about_ca_topic_score_gemma":0.0102277,"domain_scores_codex":[0.9992238,0.0003387365,0.00003080625,0.0001193478,0.0001680056,0.0001192491],"domain_scores_gemma":[0.9962682,0.002098992,0.0009008222,0.0001792999,0.0004083935,0.0001442138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001069811,0.0001869246,0.1420922,0.0001449561,0.00002182966,0.0007527355,0.7842188,0.0001944775,0.01817651,0.00122205,0.0004352323,0.05244724],"study_design_scores_gemma":[0.00002541815,0.0003037836,0.4591635,0.0002047855,0.00004953006,0.0009919776,0.5205162,0.00119837,0.005157923,0.001796461,0.01053284,0.00005924626],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996178,0.0001048052,0.000977858,0.00004911645,0.000003407452,0.000007632073,0.000004590685,0.000007000633,0.002667558],"genre_scores_gemma":[0.9989408,0.00006582676,0.0003815711,0.0000133221,9.944521e-7,0.000004735916,0.000005153875,0.000002985282,0.0005846593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007009966,"threshold_uncertainty_score":0.01393831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05986430178142036,"score_gpt":0.4374503275119704,"score_spread":0.37758602573055,"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."}}