{"id":"W2145935276","doi":"10.1016/j.tate.2009.06.016","title":"Whatever it takes: How beginning teachers learn to survive","year":2009,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":234,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Satisficing; Attrition; Repertoire; Coping (psychology); Psychology; Mathematics education; Pedagogy; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002617572,0.0002127542,0.0002087506,0.000209753,0.001152994,0.0004019055,0.0002306788,0.0001379544,0.0001045708],"category_scores_gemma":[0.00133755,0.0002175244,0.00006006107,0.0002474329,0.0001369364,0.0005122446,0.00001483475,0.0007517465,0.00006046784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933157,"about_ca_system_score_gemma":0.0003867628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003923343,"about_ca_topic_score_gemma":0.0005955668,"domain_scores_codex":[0.997584,0.0009443811,0.0001818869,0.0004345584,0.0003421208,0.000512981],"domain_scores_gemma":[0.9990892,0.0001415968,0.0001055599,0.0002319788,0.00008548146,0.0003461292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004430036,0.0002219885,0.009129689,0.0000037927,0.00001234143,1.651359e-7,0.6544559,0.000001355686,0.00005451309,0.003050469,0.04784149,0.2852239],"study_design_scores_gemma":[0.00009959641,0.00004071539,0.06289396,0.0000461159,0.00002272015,9.123592e-7,0.5498612,0.000002754019,0.000004995403,0.0003516837,0.3864436,0.0002318294],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4287585,0.0007335873,0.000518912,0.5168763,0.0007352757,0.0003556142,7.081214e-7,0.000288135,0.05173297],"genre_scores_gemma":[0.9360741,0.0000313675,0.002075199,0.006332465,0.001038697,0.00003216131,0.00001083271,0.00001865078,0.05438649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5105438,"threshold_uncertainty_score":0.8870386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0884056799200916,"score_gpt":0.3970090222848442,"score_spread":0.3086033423647526,"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."}}