{"id":"W7099618639","doi":"","title":"SPECIAL FEATURE / CONTRIBUTION SPÉCIALE Written Symposium on The Ph.D. Trap't","year":2014,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surprise; Feature (linguistics); Undoing; Excellence; White paper; Stylometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001791059,0.001578197,0.001020359,0.001815139,0.002835458,0.008343453,0.001532214,0.003809983,0.4660794],"category_scores_gemma":[0.004919844,0.0006971708,0.001063854,0.0009392272,0.0008067291,0.002850987,0.00385445,0.005022747,0.3159525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00219292,"about_ca_system_score_gemma":0.003207062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230169,"about_ca_topic_score_gemma":0.005245724,"domain_scores_codex":[0.9984378,0.000119207,0.0000618167,0.0002221276,0.0008738241,0.0002852572],"domain_scores_gemma":[0.99463,0.0003188563,0.0001755573,0.0003089097,0.002430814,0.00213582],"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":[0.000009867351,0.00001228703,0.00002550495,0.00001930628,6.100502e-7,0.00002978,0.000007583915,0.000009939402,0.0001075541,0.0003727609,0.9923403,0.007064404],"study_design_scores_gemma":[0.000005897771,0.00001288409,0.0001884841,0.00002413524,0.000001169218,0.00004712795,0.00003017087,0.00003421684,0.00005859919,0.0002347623,0.9993579,0.000004742645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0008622311,0.003198302,0.001836482,0.04766328,0.4823153,0.0005727261,0.001237257,0.001881574,0.4604328],"genre_scores_gemma":[0.001450461,0.001013757,0.0004406899,0.004762252,0.03771867,0.00009894113,0.0003953607,0.0005435714,0.9535762],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4660794,"threshold_uncertainty_score":0.7615728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327110918669571,"score_gpt":0.2547650941372402,"score_spread":0.2214939849505445,"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."}}