{"id":"W7084614978","doi":"10.17613/8b5tp-jsx52","title":"The North American dataset of the Tree of Philosophers","year":2025,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relation (database); Relevance (law); Tree (set theory); Order (exchange); Discipline","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001776649,0.00009829082,0.0002088069,0.0001393956,0.001228356,0.000003007467,0.0008080642,0.00004778162,0.00003460968],"category_scores_gemma":[0.0001330505,0.00006680539,0.0001003856,0.001503858,0.0006673971,0.00005828153,0.0003992191,0.0003559846,0.00002302628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001423277,"about_ca_system_score_gemma":0.0006979717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004478305,"about_ca_topic_score_gemma":0.4790992,"domain_scores_codex":[0.9987209,0.0005273171,0.0002858309,0.0001432597,0.0000922163,0.000230444],"domain_scores_gemma":[0.9978305,0.0008097102,0.0002573943,0.0007684059,0.0002699826,0.00006400164],"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":[0.00007649057,0.0003724158,0.4979988,0.0001296638,0.0001351049,5.684178e-7,0.003017017,0.000009103417,0.00001653272,0.2674054,0.2230603,0.007778677],"study_design_scores_gemma":[0.0002500349,0.00002114032,0.298895,0.00006165315,0.00004716796,5.392778e-8,0.003021241,0.00001179803,0.000004966937,0.0001564898,0.6974843,0.00004610668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.672696,0.0005575656,0.00009356508,0.0149947,0.001277505,0.0005973884,0.00117071,0.00003774635,0.3085748],"genre_scores_gemma":[0.987794,0.00002006434,0.000009395372,0.00001953727,0.00004014005,0.000003110017,0.00006527796,0.000005731784,0.01204272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4786513,"threshold_uncertainty_score":0.9447649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13275615004829,"score_gpt":0.4273213538682827,"score_spread":0.2945652038199927,"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."}}