{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003033823,0.0002201506,0.0003086934,0.0004196043,0.005011437,0.009846299,0.001490739,0.003539095,0.006774979],"category_scores_gemma":[0.01402796,0.000199601,0.0002749856,0.0003426874,0.00833678,0.008804099,0.003178456,0.004374573,0.001534923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002301557,"about_ca_system_score_gemma":0.005236181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005405226,"about_ca_topic_score_gemma":0.01503793,"domain_scores_codex":[0.9974927,0.001387683,0.00004130414,0.0002143739,0.0003490657,0.0005148461],"domain_scores_gemma":[0.9943292,0.002021307,0.0004071472,0.0002669986,0.000680165,0.002295241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001533631,0.000634545,0.01860564,0.0003357345,0.00003179622,0.001419619,0.711399,0.0002408773,0.001906254,0.06468906,0.05211249,0.1484717],"study_design_scores_gemma":[0.00002964829,0.0002445275,0.01379266,0.0005667614,0.00003069978,0.0006479501,0.7337254,0.0001615578,0.0008281707,0.05682795,0.1930869,0.0000577605],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6649391,0.009070623,0.004045822,0.08882082,0.001085607,0.00007113807,0.00009170567,0.0001376109,0.2317376],"genre_scores_gemma":[0.9465054,0.002518018,0.001895311,0.003289109,0.00009068296,0.00005043447,0.00006363074,0.00008882186,0.04549851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009846299,"threshold_uncertainty_score":0.02266461,"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."}}