{"id":"W2917538488","doi":"10.7554/elife.43514","title":"Hypothesis, analysis and synthesis, it's all Greek to me","year":2019,"lang":"en","type":"article","venue":"eLife","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Crete; University of Toronto; University of Cyprus","keywords":"Coining (mint); Ancient Greek; Linguistics; Modern Greek; Greek language; Meaning (existential); Computer science; History; Epistemology; Philosophy; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02935757,0.001214065,0.002159233,0.004297832,0.001497882,0.006590792,0.001602277,0.002221029,0.02781995],"category_scores_gemma":[0.1403477,0.0005087599,0.002176849,0.003962155,0.004978269,0.006985805,0.002714667,0.00370714,0.005877794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128671,"about_ca_system_score_gemma":0.006882875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958306,"about_ca_topic_score_gemma":0.001498562,"domain_scores_codex":[0.9807785,0.01281678,0.001530235,0.002360472,0.002235404,0.0002787409],"domain_scores_gemma":[0.9174752,0.0574111,0.004702501,0.01137273,0.00806912,0.0009692783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001172435,0.0001100708,0.004276581,0.02400092,0.002447273,0.0007089653,0.008269131,0.001598724,0.001975188,0.3718699,0.2930373,0.2905335],"study_design_scores_gemma":[0.000236196,0.000233817,0.002578654,0.01023601,0.001127591,0.0003576917,0.003648492,0.002226355,0.001241974,0.5560204,0.4219732,0.0001196611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01822992,0.09700926,0.3188556,0.3997715,0.1031125,0.00299213,0.01499087,0.002270984,0.0427671],"genre_scores_gemma":[0.3068922,0.04973669,0.4557112,0.1086357,0.02900366,0.01192397,0.005848438,0.001432873,0.0308152],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02935757,"threshold_uncertainty_score":0.1552595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712723603392276,"score_gpt":0.2641673016916303,"score_spread":0.2470400656577076,"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."}}