{"id":"W1961540010","doi":"10.1002/mrd.22587","title":"Lou Guillette: Scientist and communicator par excellence","year":2015,"lang":"en","type":"article","venue":"Molecular Reproduction and Development","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Excellence; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.009784384,0.001604838,0.001321195,0.002352033,0.004509069,0.01282446,0.002141273,0.008825367,0.04325288],"category_scores_gemma":[0.03109853,0.00069139,0.001038799,0.0009402041,0.002107225,0.004809134,0.007104002,0.01567985,0.04145616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003740445,"about_ca_system_score_gemma":0.01400193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003438615,"about_ca_topic_score_gemma":0.005544675,"domain_scores_codex":[0.9861268,0.003200013,0.0007076357,0.002274805,0.005540594,0.002150026],"domain_scores_gemma":[0.9503138,0.003239869,0.001679063,0.001560248,0.01661954,0.02658754],"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":[0.00001608599,0.00001430246,0.0001446325,0.00004778077,0.000004278849,0.00009155427,0.0001022792,0.000009950902,0.0001059702,0.000793831,0.9830944,0.0155749],"study_design_scores_gemma":[0.00000724854,0.00002443472,0.0001548413,0.0001124528,0.000003942519,0.0002440772,0.0001805964,0.00002689761,0.00009435913,0.0004281327,0.9987102,0.00001278958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006036304,0.02724368,0.001787456,0.5015039,0.4382308,0.000128258,0.000277908,0.0006938393,0.02953047],"genre_scores_gemma":[0.01073686,0.02653747,0.004935031,0.3741427,0.1823706,0.0004458115,0.0005880893,0.000901075,0.3993424],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04325288,"threshold_uncertainty_score":0.1446953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05207777915844169,"score_gpt":0.238905953934189,"score_spread":0.1868281747757473,"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."}}