{"id":"W4377020411","doi":"10.1038/s41557-023-01220-2","title":"Making a start on the tenure track","year":2023,"lang":"en","type":"article","venue":"Nature Chemistry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Track (disk drive); Computer science","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":[0.01389944,0.0006075563,0.0009517205,0.00125938,0.01558592,0.02346775,0.002718326,0.01224145,0.1357528],"category_scores_gemma":[0.03250598,0.0005661826,0.001109768,0.001027596,0.004909078,0.01436646,0.01685142,0.01824068,0.06680748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00398809,"about_ca_system_score_gemma":0.0340936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459447,"about_ca_topic_score_gemma":0.009818437,"domain_scores_codex":[0.9827874,0.003039543,0.0003408897,0.001100102,0.005449325,0.007282776],"domain_scores_gemma":[0.8968031,0.003011248,0.001699638,0.002077702,0.01020174,0.08620659],"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":[0.0001977865,0.0003649465,0.002866487,0.00009443676,0.00001778112,0.0004270066,0.001165287,0.00009877444,0.0008973575,0.03133343,0.873514,0.08902265],"study_design_scores_gemma":[0.0000854823,0.0003761681,0.003490683,0.0002479077,0.0000160019,0.000272798,0.005990321,0.0002028615,0.0008389399,0.02797017,0.9604366,0.00007210191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01656437,0.003181149,0.009261473,0.7043306,0.1068643,0.0001846164,0.0003664293,0.0009327002,0.1583145],"genre_scores_gemma":[0.1858119,0.003389944,0.01449732,0.2521285,0.02001645,0.0002848342,0.0008018821,0.001323443,0.5217457],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1357528,"threshold_uncertainty_score":0.4541382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736727864745429,"score_gpt":0.362476041592095,"score_spread":0.3351087629446406,"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."}}