{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007528446,0.0001465096,0.0001725988,0.0002780244,0.001507593,0.00008622521,0.0003762829,0.00006091101,0.00006073301],"category_scores_gemma":[0.0004995975,0.000121518,0.00005798828,0.0004060933,0.0001012549,0.0001624958,0.00009917407,0.0008943979,0.000004324764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003459571,"about_ca_system_score_gemma":0.0005060468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002480993,"about_ca_topic_score_gemma":0.0005000703,"domain_scores_codex":[0.9946556,0.003896845,0.0003009241,0.0003135864,0.0005506052,0.0002824393],"domain_scores_gemma":[0.9992031,0.0003274572,0.0001678094,0.000167841,0.00005080321,0.000083009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002126446,0.001817982,0.2028986,0.00001000819,0.000008890304,1.162831e-7,0.6932446,0.000006794515,0.0001243122,0.001225345,0.002135043,0.09850711],"study_design_scores_gemma":[0.0002412059,0.00008905659,0.3552809,0.00009622916,0.00001285445,6.459142e-7,0.6300166,0.00003947532,0.00000448432,0.000152278,0.01395066,0.0001156345],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733081,0.0006654806,0.0001360975,0.02220445,0.000570442,0.0004972258,0.000001204799,0.00005192031,0.002565027],"genre_scores_gemma":[0.9967777,0.000003648447,0.000302417,0.0004746718,0.0002703711,0.0003267929,0.0000162884,0.00001598296,0.001812112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1523824,"threshold_uncertainty_score":0.9997923,"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."}}