{"id":"W4320856032","doi":"10.1227/neu.0000000000002341","title":"Mentorship and Scientific Writing","year":2023,"lang":"en","type":"article","venue":"Neurosurgery","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Enthusiasm; Medicine; Craft; Medical education; Visual arts; Psychology; Art","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":[0.001138829,0.00006370525,0.0001303536,0.0001893907,0.0001730939,0.00004020139,0.00003192458,0.00004010716,0.0001000239],"category_scores_gemma":[0.00267767,0.00006134808,0.00003568055,0.0003989452,0.0001983046,0.00009883892,0.00003816382,0.0002035413,0.0004729082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001885761,"about_ca_system_score_gemma":0.00005979197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000271198,"about_ca_topic_score_gemma":4.321976e-7,"domain_scores_codex":[0.9989439,0.00006153044,0.0001590202,0.0002478366,0.0003669415,0.0002208003],"domain_scores_gemma":[0.9989303,0.0005993759,0.00004003164,0.0001844135,0.00002948852,0.0002164101],"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":[0.0001408851,0.0001609167,0.05978673,0.0004176441,0.00002489767,0.00309677,0.0007235911,0.000002493095,0.09969406,0.000295992,0.8016802,0.0339758],"study_design_scores_gemma":[0.0004391735,0.0000559915,0.1013422,0.00009533393,0.00004123579,0.0002359434,0.0001110414,0.000547451,0.0006059553,0.00007945889,0.8963242,0.0001221114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876072,0.0001855987,0.000005419878,0.00584301,0.001388035,0.00008464029,0.000001220971,0.0002505014,0.004634407],"genre_scores_gemma":[0.9853066,0.00002415884,0.00003217173,0.001203281,0.0001817401,0.000005594515,0.000007897193,0.00001809104,0.01322047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0990881,"threshold_uncertainty_score":0.6078436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06429816373482243,"score_gpt":0.3143273482226124,"score_spread":0.2500291844877899,"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."}}