{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000444863,0.00007014109,0.00007273586,0.00002852558,0.0001281181,0.00001437912,0.0002530293,0.00004940151,0.001579402],"category_scores_gemma":[0.00002386493,0.00004650411,0.00002167407,0.00009620617,0.00008288008,0.00001654943,0.00004177529,0.0001646174,0.02246125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003275016,"about_ca_system_score_gemma":0.000009076829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001141371,"about_ca_topic_score_gemma":0.000002671018,"domain_scores_codex":[0.9993218,0.00004399654,0.0001030778,0.0001478089,0.00008138184,0.0003019419],"domain_scores_gemma":[0.9995953,0.00006611908,0.00003425983,0.0002528035,0.000008614901,0.00004287784],"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":[0.0000627009,0.00003357571,0.001496856,0.000004804848,0.00006946835,0.000007626612,0.01693358,2.089358e-7,0.002557035,0.04712368,0.9038545,0.0278559],"study_design_scores_gemma":[0.0001694264,0.00007511277,0.003238712,0.0000175592,0.000007902669,0.00001925611,0.0001816963,0.000005023114,0.002209386,0.001899006,0.9920785,0.00009836804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3650903,0.0001549686,0.0005479014,0.004384611,0.01264548,0.00008853537,8.000878e-7,0.0001484722,0.6169389],"genre_scores_gemma":[0.8423381,0.000003467753,0.00009736936,0.000611042,0.002241922,0.0000103744,7.336684e-7,0.00001217472,0.1546849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4772477,"threshold_uncertainty_score":0.9993333,"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."}}