{"id":"W4213087283","doi":"10.1002/berj.3778","title":"Professional noticing of coordinated mathematical thinking","year":2022,"lang":"en","type":"article","venue":"British Educational Research Journal","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crandall University","funders":"","keywords":"Dialogic; Notice; Mathematics education; Conceptualization; Pedagogy; Lesson study; Process (computing); Psychology; Professional development; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006149558,0.00004450881,0.0001003281,0.0003457436,0.003894702,0.0001523158,0.0005229877,0.00005717482,0.02499056],"category_scores_gemma":[0.005534783,0.00005379281,0.00005522404,0.0007878271,0.0004767498,0.0001987934,0.0001101734,0.001183312,0.00002827749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198384,"about_ca_system_score_gemma":0.003657295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005960007,"about_ca_topic_score_gemma":0.0002378077,"domain_scores_codex":[0.9965485,0.0009648118,0.0003147585,0.0001293204,0.001706835,0.0003357888],"domain_scores_gemma":[0.9975175,0.001143519,0.0001361079,0.00008459506,0.0009779196,0.0001403265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002069572,0.0008744252,0.009382326,0.00001305723,0.00002498085,0.000008626041,0.01045333,0.00001546767,0.0002688176,0.8382824,0.1324433,0.008212597],"study_design_scores_gemma":[0.0003443444,0.0001029861,0.02430831,0.000198569,0.000007771347,0.0006333271,0.1119168,0.00006892284,0.0001147411,0.8012819,0.06088034,0.0001419669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8183268,0.0003686116,0.0002566635,0.0996986,0.001713538,0.0003932216,0.00001375663,0.00002931737,0.07919947],"genre_scores_gemma":[0.9820892,0.00005143907,0.001209388,0.0001195521,0.000377286,0.00007800906,0.00001293301,0.000008362061,0.01605389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1637623,"threshold_uncertainty_score":0.9974021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020608905155153,"score_gpt":0.4704593689277343,"score_spread":0.368398478412219,"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."}}