{"id":"W4375864622","doi":"10.1080/0020739x.2023.2190328","title":"Teacher tensions: managed or resolved","year":2023,"lang":"en","type":"article","venue":"International Journal of Mathematical Education in Science and Technology","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Work (physics); Internal forces; Pedagogy; Sociology; Public relations; Mathematics education; Epistemology; Psychology; Political science; Engineering","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":[0.0157642,0.0005305823,0.0008561841,0.002334299,0.01334077,0.01717139,0.002505913,0.005761339,0.005119854],"category_scores_gemma":[0.0610721,0.001025435,0.0006668011,0.001863103,0.02654906,0.01790638,0.01509513,0.008379926,0.0007991639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01125056,"about_ca_system_score_gemma":0.008664141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003600138,"about_ca_topic_score_gemma":0.003520932,"domain_scores_codex":[0.9497124,0.03076783,0.00255088,0.003851205,0.008903719,0.004213957],"domain_scores_gemma":[0.9671344,0.01371574,0.00659756,0.003232613,0.004172449,0.005147326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006974271,0.00009768079,0.008068174,0.0002846438,0.0000416947,0.001588175,0.8564711,0.0002849982,0.001545863,0.0979192,0.006406399,0.02722234],"study_design_scores_gemma":[0.00004370659,0.0000787262,0.00365354,0.0004284931,0.00001978142,0.001131845,0.8390886,0.0008882412,0.0005626557,0.05709151,0.09693535,0.00007751556],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6391197,0.004522253,0.04618941,0.09302434,0.001662064,0.0004247966,0.0001312971,0.0006110922,0.2143151],"genre_scores_gemma":[0.9909236,0.0004649388,0.001979619,0.001011617,0.00009040719,0.00009342108,0.00002495698,0.00009090866,0.0053206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01717139,"threshold_uncertainty_score":0.08337009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228239873178218,"score_gpt":0.4616102729713955,"score_spread":0.3387862856535737,"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."}}