{"id":"W4206299341","doi":"10.1080/2331186x.2021.2023082","title":"Planning at the elementary level: Analysis of teachers’ life course","year":2022,"lang":"en","type":"article","venue":"Cogent Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Mathematics education; Course (navigation); Statistical analysis; Pedagogy; Statistics; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000888644,0.00005375694,0.00009614159,0.0001081791,0.0008615113,0.00001449984,0.0001980943,0.00001508547,0.003598639],"category_scores_gemma":[0.0001115655,0.00004832851,0.00008350594,0.000786303,0.0001334985,0.00004276732,0.0000535465,0.00009840698,0.00000992923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897228,"about_ca_system_score_gemma":0.0007615479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002367735,"about_ca_topic_score_gemma":0.001003634,"domain_scores_codex":[0.9988441,0.0003806938,0.000156206,0.0001293877,0.0003526631,0.0001368782],"domain_scores_gemma":[0.9994667,0.0001149348,0.00014654,0.0001538311,0.00005868825,0.00005928103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004181994,0.0002270619,0.374891,0.000001733763,0.0003675019,3.700875e-8,0.5362864,0.000159133,0.00002854606,0.0006994644,0.08332806,0.004006955],"study_design_scores_gemma":[0.00003319146,0.00000669654,0.2505773,0.000001206951,0.0003900815,5.893664e-8,0.5838297,0.000005107363,0.0000101082,0.00002341089,0.1650798,0.00004329783],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9221227,0.003330348,0.00002301158,0.07069676,0.0009201379,0.0002051486,0.00001820834,0.00002252635,0.002661162],"genre_scores_gemma":[0.991174,0.00002107209,0.00003272468,0.001530176,0.0001588737,0.0001040806,0.0000971014,0.000004582089,0.006877324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243136,"threshold_uncertainty_score":0.9973122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2119032128217763,"score_gpt":0.4410270116789982,"score_spread":0.2291237988572219,"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."}}