{"id":"W3128674166","doi":"10.7275/17476848","title":"Pre-service and In-services Teachers Perspectives on Academic Success: More than Just A Grade","year":2022,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Service (business); Mathematics education; Medical education; Psychology; Sociology; Business; Medicine; Marketing","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":[0.001257995,0.0001498828,0.0002400449,0.0003673976,0.001240262,0.00006091651,0.0007650119,0.0001839793,0.0003763411],"category_scores_gemma":[0.00003536443,0.0001919207,0.00007179459,0.001027188,0.0002607388,0.0007497185,0.0002071265,0.001035367,0.000009418894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932062,"about_ca_system_score_gemma":0.000206079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02649553,"about_ca_topic_score_gemma":0.01127777,"domain_scores_codex":[0.9978401,0.0006680591,0.0001527408,0.0004099774,0.0005793148,0.0003498231],"domain_scores_gemma":[0.9990985,0.0001491986,0.0002324091,0.00025672,0.00007683293,0.0001863275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008059411,0.0001177044,0.2889601,0.00003966335,0.00003599057,0.000006848933,0.705286,0.000185836,0.00005991117,0.003909654,0.0008251697,0.0004925957],"study_design_scores_gemma":[0.0004627726,0.00003345048,0.2244308,0.00006122988,0.00002159805,0.000001189381,0.7453874,0.0000344662,0.000001459465,0.0001210878,0.02928223,0.0001622922],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731549,0.0008833415,0.000004807981,0.02052781,0.0001512385,0.0003320127,0.00003190033,0.00005769335,0.004856302],"genre_scores_gemma":[0.9973873,0.0003268348,0.00008405087,0.0004134717,0.0001042791,0.000003472862,0.000009106667,0.00001402381,0.00165739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06452926,"threshold_uncertainty_score":0.9799871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029518397443725,"score_gpt":0.307945364554791,"score_spread":0.2784269671110661,"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."}}