{"id":"W4214944559","doi":"10.33774/apsa-2022-m1g8c","title":"Things that Can Go “Wrong”: Finding Our Own Way in Graduate School","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Gatekeeping; Framing (construction); Graduate students; Graduate education; Face (sociological concept); Public relations; Socioeconomic status; Politics; Psychology; Sociology; Medical education; Pedagogy; Political science; Engineering; Medicine; Social science","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":[0.01998687,0.0004795705,0.000856515,0.001075547,0.03237991,0.01918848,0.002354103,0.007741389,0.0135709],"category_scores_gemma":[0.03884862,0.00074439,0.0008686917,0.001390019,0.02402173,0.01772589,0.01883361,0.01765567,0.00447481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006523698,"about_ca_system_score_gemma":0.01771441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00913001,"about_ca_topic_score_gemma":0.02043128,"domain_scores_codex":[0.981895,0.01121088,0.0002886257,0.001346408,0.001631608,0.003627529],"domain_scores_gemma":[0.9794562,0.00388738,0.001367811,0.001570956,0.002566633,0.01115087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005643603,0.00040486,0.01748213,0.0001482711,0.00003529925,0.0008863499,0.5591425,0.0001118281,0.0005761589,0.0935183,0.2199656,0.1076723],"study_design_scores_gemma":[0.00002566011,0.0001210274,0.005948573,0.0008188877,0.00002722067,0.0003206252,0.726222,0.0001458136,0.000260945,0.05259172,0.213446,0.00007156136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2759508,0.004761224,0.007404666,0.5679483,0.003911769,0.0001179116,0.0001112848,0.0002767458,0.1395173],"genre_scores_gemma":[0.8545466,0.00321201,0.006455502,0.08654611,0.000590167,0.0001880642,0.0002063047,0.0004623217,0.04779296],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03237991,"threshold_uncertainty_score":0.1057019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2147985476672465,"score_gpt":0.4514510324204433,"score_spread":0.2366524847531967,"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."}}