{"id":"W2899315506","doi":"10.1190/tle37110840.1","title":"Full Spectrum","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Process Metallurgy (Canada)","funders":"","keywords":"Mentorship; Set (abstract data type); Psychology; Empowerment; Medical education; Medicine; Computer science; Political 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001006428,0.0009325552,0.0008617004,0.002933435,0.001910642,0.00693229,0.001994804,0.002445768,0.866942],"category_scores_gemma":[0.007484151,0.0003471748,0.0007027836,0.002704935,0.0007655174,0.004049883,0.004651173,0.001857883,0.8082536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715921,"about_ca_system_score_gemma":0.002548565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020705,"about_ca_topic_score_gemma":0.001997701,"domain_scores_codex":[0.998702,0.0001400963,0.00007463941,0.0002132294,0.0006814417,0.0001885145],"domain_scores_gemma":[0.9951331,0.0005525533,0.0001576291,0.0008631394,0.00197825,0.0013153],"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":[0.0000488955,0.00004771585,0.0002378917,0.0001795395,0.000003700339,0.0001065701,0.0000819533,0.00005940055,0.0005466892,0.005298895,0.8693239,0.1240647],"study_design_scores_gemma":[0.000006653213,0.0000109191,0.0003914667,0.00009617029,0.000001693818,0.0001364937,0.000061498,0.00005940795,0.0001389869,0.002011977,0.9970771,0.000007680628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000752831,0.0009796412,0.004406881,0.004091708,0.00490688,0.0002119468,0.00646048,0.005215143,0.9729745],"genre_scores_gemma":[0.00519574,0.001091099,0.001645481,0.001694197,0.001431867,0.000130926,0.005421703,0.001617521,0.9817715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.866942,"threshold_uncertainty_score":0.1897911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04666482439428586,"score_gpt":0.3375395129090144,"score_spread":0.2908746885147285,"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."}}