{"id":"W2925333805","doi":"","title":"Experiences of beginning teachers in Saskatchewan provincial system schools: Preliminary results from a beginning teacher survey","year":2019,"lang":"en","type":"article","venue":"","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mentorship; Flourishing; Teacher induction; Medical education; Pedagogy; Psychology; Teacher education; Perception; Faculty development; Professional development; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.005214526,0.0001913558,0.0004007968,0.0001809175,0.0003650631,0.00009502019,0.000476206,0.0002059324,0.0001087852],"category_scores_gemma":[0.001380551,0.0001709835,0.00006241204,0.0007792925,0.0001896854,0.0005331612,0.0001895932,0.0004298635,0.00002871869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000628348,"about_ca_system_score_gemma":0.001175482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3225735,"about_ca_topic_score_gemma":0.07954694,"domain_scores_codex":[0.9960161,0.001767493,0.0005925414,0.0005314185,0.0006843396,0.0004080406],"domain_scores_gemma":[0.998559,0.0005309663,0.0003197905,0.0003182145,0.0001553699,0.00011667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004577257,0.00009113128,0.1671895,0.00001117105,0.00001259459,0.000003755877,0.827587,0.0000572017,0.0004640631,0.0001923365,0.0006805488,0.003252986],"study_design_scores_gemma":[0.0007828228,0.0002107829,0.05528481,0.0003207867,0.000005720814,1.693545e-7,0.9415061,0.0007978028,0.0002270286,0.0000151227,0.0006171694,0.0002316214],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605784,0.0001139855,0.00009756578,0.0002169472,0.0004085282,0.0005580274,0.00002504094,0.0001525249,0.03784899],"genre_scores_gemma":[0.9951042,0.000002752773,0.0009297301,0.00002158748,0.000176411,0.00003105449,0.00003106375,0.00001662087,0.003686599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2430265,"threshold_uncertainty_score":0.9372489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117491935578749,"score_gpt":0.2972505294958301,"score_spread":0.2760756101400426,"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."}}