{"id":"W1967289325","doi":"10.1177/1077800404265724","title":"Spoiled in Academia","year":2005,"lang":"en","type":"article","venue":"Qualitative Inquiry","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Epistemology; Autoethnography; Sociology; Philosophy; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.05409181,0.0008077726,0.001606231,0.005748693,0.0535101,0.03506107,0.002756529,0.0111263,0.02149537],"category_scores_gemma":[0.1213952,0.0009685645,0.001137264,0.007527162,0.05547424,0.02604392,0.0294083,0.02654549,0.003994926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02482718,"about_ca_system_score_gemma":0.02831398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008974362,"about_ca_topic_score_gemma":0.01447152,"domain_scores_codex":[0.9074373,0.06773368,0.001792067,0.004910857,0.01027745,0.007848668],"domain_scores_gemma":[0.8715259,0.08220592,0.004906678,0.01040215,0.01456425,0.01639504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009706354,0.00006923528,0.002344069,0.0002309531,0.0000258591,0.0006094628,0.4677975,0.0001145507,0.000521553,0.4061279,0.0979138,0.02414796],"study_design_scores_gemma":[0.00001609947,0.00003314056,0.0008778324,0.0005969328,0.00000915073,0.0001908413,0.4419349,0.0001259968,0.0004541019,0.0514807,0.5042348,0.00004551524],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07396312,0.008049648,0.008524881,0.6564478,0.02118516,0.000220814,0.000474788,0.000246758,0.2308871],"genre_scores_gemma":[0.7408565,0.002768159,0.001308932,0.08516961,0.002805886,0.0003897382,0.000251312,0.0003806779,0.1660691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9464899,"threshold_uncertainty_score":0.2860683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432174188601373,"score_gpt":0.4921884819446158,"score_spread":0.3489710630844786,"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."}}