{"id":"W4396948115","doi":"10.19173/irrodl.v25i2.7702","title":"Alone in the Academic Ultraperiphery: Online Doctoral Candidates’ Quest to Belong, Thrive, and Succeed","year":2024,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Failure to thrive; Psychology; Medicine; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006093886,0.00008653363,0.0002067075,0.0001383257,0.0003034523,0.00008098656,0.0007119967,0.00006085557,0.0003058306],"category_scores_gemma":[0.001904415,0.0000501579,0.00002296824,0.0006774975,0.0001334984,0.0001803413,0.0004346853,0.001768706,0.00002608295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486616,"about_ca_system_score_gemma":0.0003595951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004491066,"about_ca_topic_score_gemma":0.001883941,"domain_scores_codex":[0.9974975,0.001119895,0.0004426034,0.0002238909,0.0004282305,0.0002878725],"domain_scores_gemma":[0.9976982,0.001815678,0.00006171955,0.0001432709,0.0001975624,0.00008355716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004693856,0.0005484361,0.4941173,0.009727997,0.0001700259,0.00007174396,0.02925275,0.0001117689,0.000344491,0.2436597,0.1350008,0.08652555],"study_design_scores_gemma":[0.0005276881,0.0001010953,0.1593718,0.02252249,0.00001031221,0.00001138871,0.02526975,0.0009643943,0.000002184283,0.001717457,0.7893807,0.0001207855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6318474,0.08085655,0.00002767716,0.2798129,0.0003175742,0.001995699,0.0003039568,0.00001855672,0.004819699],"genre_scores_gemma":[0.8972109,0.1003547,0.00003482949,0.001030034,0.0001267542,0.0002138478,0.0002805499,0.000007692315,0.0007407124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6543798,"threshold_uncertainty_score":0.7684245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3536771426578945,"score_gpt":0.6402102393702638,"score_spread":0.2865330967123693,"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."}}