{"id":"W3173958181","doi":"10.15252/embr.202153362","title":"Alcodemia: are we training our students to be great thinkers or great drinkers?","year":2021,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Dietary Effects on Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Training (meteorology); Psychology; Environmental ethics; History; Geography; Philosophy; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009387168,0.0003691804,0.000922097,0.000166136,0.0001565793,0.00006895494,0.0001421351,0.0002227734,0.0006087058],"category_scores_gemma":[0.001078293,0.0003024112,0.0002216588,0.0005452382,0.00002519603,0.0001511719,0.0001901968,0.0005189015,0.00006873423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094403,"about_ca_system_score_gemma":0.0007146359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009252488,"about_ca_topic_score_gemma":0.0003548268,"domain_scores_codex":[0.9961522,0.0001379185,0.0007870944,0.0009469992,0.00124741,0.0007283491],"domain_scores_gemma":[0.9973302,0.0001017948,0.0003168552,0.001133199,0.0002336023,0.0008843873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005169309,0.0004550022,0.4973138,0.0008483048,0.0006753425,0.2502725,0.008730996,0.00008262271,0.0006165251,0.00001669882,0.2239351,0.01653616],"study_design_scores_gemma":[0.00576665,0.002791217,0.5695534,0.005245848,0.001432797,0.04647114,0.02874386,0.0001164908,0.004101376,0.0003078555,0.333758,0.00171145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487122,0.0005491408,0.00004387914,0.03752127,0.002017649,0.001276445,0.00001063178,0.0003753269,0.009493413],"genre_scores_gemma":[0.9436609,0.0002202821,0.002908368,0.01359787,0.0006298309,0.0000964112,0.00008235075,0.0001146902,0.03868925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2038014,"threshold_uncertainty_score":0.9999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055922676589539,"score_gpt":0.3913301583901979,"score_spread":0.285737890731244,"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."}}