{"id":"W4313824704","doi":"10.15170/socrev.2022.15.02.02","title":"Identity, professional development and the good, average and weaker teacher","year":2022,"lang":"en","type":"article","venue":"Szociális Szemle","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Nomothetic; Identity (music); Psychology; Nomothetic and idiographic; Professional development; Work (physics); Mathematics education; Social psychology; Pedagogy; Engineering; Philosophy","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":[0.002508063,0.0001360423,0.0002550587,0.001859524,0.002025118,0.001683495,0.0002199551,0.0002331314,0.002167786],"category_scores_gemma":[0.009909392,0.00009770152,0.0001718776,0.0008302579,0.003764003,0.001217095,0.002272862,0.0007811532,0.0002399807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424951,"about_ca_system_score_gemma":0.001009469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003885248,"about_ca_topic_score_gemma":0.007422152,"domain_scores_codex":[0.9980761,0.0007563095,0.0001046236,0.0001537649,0.0005962259,0.0003130575],"domain_scores_gemma":[0.9929207,0.002752791,0.002015089,0.0005115176,0.0009379858,0.0008620303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000465638,0.0002020604,0.7519735,0.0000942028,0.00004228999,0.000198217,0.07138424,0.0004129422,0.002051898,0.04682888,0.001364233,0.1249819],"study_design_scores_gemma":[0.00001676495,0.0001847377,0.9449747,0.00003276029,0.00001936795,0.0002913392,0.03150671,0.0008396617,0.0009794888,0.0168061,0.004326219,0.00002226356],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868439,0.0001130509,0.001110265,0.0002574693,0.0000116212,0.00001114786,0.00002705719,0.000004468676,0.01162109],"genre_scores_gemma":[0.9988733,0.00002369759,0.0003494397,0.00001267925,0.000004311069,0.000008511978,0.00001674351,0.000001440839,0.0007098784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003885248,"threshold_uncertainty_score":0.01326406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08105923303838104,"score_gpt":0.3751669334693885,"score_spread":0.2941077004310074,"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."}}