{"id":"W2884080411","doi":"10.1177/0092055x18791686","title":"The Sociology Teaching Fellowship: A Mentorship Model for Graduate Student Teacher Training","year":2018,"lang":"en","type":"article","venue":"Teaching Sociology","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto Mississauga","keywords":"Practicum; Stipend; Mentorship; Medical education; Graduate students; Student teaching; Psychology; Higher education; Graduate education; Teaching method; Teacher education; Pedagogy; Sociology; Mathematics education; Student teacher; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.06669389,0.0004062769,0.0006303939,0.0001230521,0.01777187,0.0002006192,0.002240467,0.0006370567,0.00003368241],"category_scores_gemma":[0.02180501,0.0003074553,0.000316139,0.0001412017,0.01370386,0.0003115929,0.0003600292,0.002464051,0.00003172531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008383768,"about_ca_system_score_gemma":0.0006174679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007047825,"about_ca_topic_score_gemma":0.0008732249,"domain_scores_codex":[0.9825607,0.01304873,0.0007625342,0.0008863119,0.0006992328,0.002042494],"domain_scores_gemma":[0.9892327,0.009239743,0.0005925413,0.0004823349,0.0002784874,0.0001742198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002842684,0.00004166898,0.001211006,0.000002225212,0.00006865128,4.785373e-7,0.5042874,0.00001611365,0.0001757731,0.4604146,0.003961883,0.02979172],"study_design_scores_gemma":[0.0005415692,0.0003791149,0.001913671,0.00001941003,0.00006458431,0.000001778771,0.368357,0.004321676,0.000009161925,0.5504227,0.07337537,0.0005939913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252062,0.0002871127,0.08587454,0.01965864,0.003826682,0.001120391,0.000009594578,0.0007031268,0.06331372],"genre_scores_gemma":[0.9576604,0.00003905316,0.02914526,0.001954372,0.003866653,0.0002524273,0.000008874985,0.00005186949,0.007021079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1359305,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4166664857128092,"score_gpt":0.5149572342031286,"score_spread":0.09829074849031932,"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."}}