{"id":"W4365144372","doi":"10.1177/0961463x221150311","title":"“Participate or Perish”: Reckoning with the time bind of graduate student life","year":2023,"lang":"en","type":"article","venue":"Time & Society","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Timeline; Graduate students; Professionalization; Graduate education; Sociology; Complicity; Pedagogy; Political science; Social science; Law; History","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01263884,0.0006109148,0.0007120069,0.001316992,0.02206966,0.02194028,0.002894369,0.005854167,0.004737914],"category_scores_gemma":[0.01970644,0.0004956878,0.0005307115,0.001171561,0.0537782,0.02611661,0.02536601,0.01783702,0.001092633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008365385,"about_ca_system_score_gemma":0.01476161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038957,"about_ca_topic_score_gemma":0.02192192,"domain_scores_codex":[0.9865792,0.007979722,0.0003664149,0.0009461819,0.002129096,0.001999321],"domain_scores_gemma":[0.9865122,0.004284675,0.001474832,0.000771563,0.001345575,0.005611116],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007417817,0.00007263536,0.004306833,0.0001627187,0.00001635874,0.0006069042,0.6789002,0.00008302682,0.0005343885,0.2347881,0.04522689,0.03522778],"study_design_scores_gemma":[0.000007634001,0.0000581139,0.001836394,0.0003741155,0.000005595626,0.0002674282,0.6948006,0.00005958458,0.0001689967,0.03407175,0.268312,0.00003779218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1599553,0.01211857,0.01016963,0.7197298,0.01158781,0.00004733188,0.00004968572,0.0001280214,0.08621386],"genre_scores_gemma":[0.8847833,0.007128915,0.003361522,0.07804558,0.003187571,0.0001226033,0.00005777222,0.0002102381,0.02310259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9873612,"threshold_uncertainty_score":0.06684136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4091690170107329,"score_gpt":0.5550226928613969,"score_spread":0.145853675850664,"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."}}