{"id":"W4213092532","doi":"10.33774/apsa-2022-jmccs","title":"No Rapunzel in This Ivory Tower: Finding Your Collective and Overcoming Academic Isolation","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; University of Ottawa","funders":"","keywords":"Ivory tower; Politics; Graduate students; Academic community; Graduate education; Isolation (microbiology); Public relations; Sociology; Political science; Medical education; Pedagogy; Social science; Medicine; Law","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":[0.005788377,0.0009084598,0.001064891,0.001073821,0.02752653,0.0164657,0.001453836,0.004377012,0.02633269],"category_scores_gemma":[0.02632823,0.0006583171,0.0008511466,0.000808364,0.01836032,0.0180243,0.01502223,0.01416824,0.01717118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002371833,"about_ca_system_score_gemma":0.005409473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003044739,"about_ca_topic_score_gemma":0.006135925,"domain_scores_codex":[0.9946899,0.00263322,0.0001404145,0.0007312871,0.001033879,0.000771364],"domain_scores_gemma":[0.9870355,0.002383487,0.001193759,0.001759809,0.002138152,0.005489306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009200019,0.0001293435,0.003478664,0.0002128221,0.00004999708,0.001181907,0.2152678,0.00009491228,0.001501923,0.06923858,0.6349895,0.07376265],"study_design_scores_gemma":[0.00001057839,0.00007168164,0.0006487265,0.0004306101,0.00001580477,0.0007429983,0.1248321,0.0001269096,0.0003809826,0.02250255,0.8501861,0.00005097495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06569884,0.0105273,0.02716762,0.5994113,0.04176051,0.0001711114,0.0001353329,0.001489662,0.2536383],"genre_scores_gemma":[0.4079587,0.006183523,0.023087,0.18224,0.006798286,0.0002955748,0.0001920371,0.002694587,0.3705503],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02752653,"threshold_uncertainty_score":0.08809155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3056274457311409,"score_gpt":0.4713254691268867,"score_spread":0.1656980233957458,"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."}}