{"id":"W4206489996","doi":"10.1021/cen-09728-obits2","title":"Marc Labelle","year":2019,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001415943,0.0009586708,0.0005639779,0.0015784,0.00402345,0.005299962,0.0009636648,0.002879025,0.1802912],"category_scores_gemma":[0.008584146,0.0004264028,0.0003789925,0.0008798585,0.001437259,0.004626096,0.003423946,0.005026308,0.1569032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002955384,"about_ca_system_score_gemma":0.003365304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005299506,"about_ca_topic_score_gemma":0.008309418,"domain_scores_codex":[0.997355,0.0003266716,0.00008774772,0.0004893643,0.001408681,0.0003325442],"domain_scores_gemma":[0.9969145,0.0003406942,0.0002167673,0.0002172247,0.001420476,0.0008903289],"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":[0.000007897384,0.000004261693,0.00005493186,0.00001741124,5.960675e-7,0.00005051061,0.00008668788,0.000009142841,0.00007057622,0.004370944,0.9794663,0.01586085],"study_design_scores_gemma":[6.604819e-7,0.000002971054,0.00003827315,0.00001996126,2.813773e-7,0.00009069087,0.0000423138,0.000009904419,0.00004707336,0.0002894943,0.9994557,0.000002615824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001566753,0.0287257,0.003706244,0.204688,0.08375122,0.0001135184,0.001011085,0.001656878,0.6747807],"genre_scores_gemma":[0.0044235,0.00473738,0.0006098597,0.01940177,0.004738616,0.00003522886,0.0002011754,0.0002974172,0.9655551],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1802912,"threshold_uncertainty_score":0.603134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001543770865973036,"score_gpt":0.1796129399555387,"score_spread":0.1780691690895656,"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."}}