{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01242059,0.0002064866,0.0005865216,0.001024148,0.00831876,0.0114451,0.0009527785,0.001291416,0.005247287],"category_scores_gemma":[0.01803682,0.0002880487,0.0002459583,0.001399671,0.004931092,0.006726426,0.008400866,0.002776868,0.001046901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359122,"about_ca_system_score_gemma":0.004519235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201753,"about_ca_topic_score_gemma":0.002816939,"domain_scores_codex":[0.9912297,0.006382351,0.0002398921,0.0003805521,0.0008356547,0.000931977],"domain_scores_gemma":[0.9860665,0.006537792,0.001626899,0.0004683873,0.0008742139,0.004426238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009510833,0.0001828118,0.01947944,0.000333471,0.00001559466,0.001572193,0.895184,0.00003667491,0.0008092762,0.01306417,0.006531531,0.06269576],"study_design_scores_gemma":[0.000007234427,0.000105149,0.008226497,0.000192414,0.000008049878,0.0007490228,0.9448968,0.00006153187,0.0001521802,0.001611722,0.04397335,0.00001606461],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627985,0.003205552,0.001371754,0.01357627,0.0002930501,0.0000534713,0.00003296955,0.00001860569,0.01864981],"genre_scores_gemma":[0.9917418,0.001844297,0.0003916743,0.001363376,0.00009575161,0.00004403631,0.00002347533,0.00001531736,0.00448024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01242059,"threshold_uncertainty_score":0.06568706,"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."}}