{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001890782,0.0001037875,0.0001851222,0.00006923555,0.00002541818,0.00001832798,0.0001426179,0.0001247401,0.00007424139],"category_scores_gemma":[0.0003365558,0.00008550999,0.00007896085,0.0001381206,0.00004650615,0.00000107474,0.0001006782,0.00004371423,0.0001199303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004571419,"about_ca_system_score_gemma":0.00001792434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003147746,"about_ca_topic_score_gemma":0.00006551422,"domain_scores_codex":[0.9992079,0.00003820679,0.0001219681,0.0003121707,0.0001294335,0.0001903136],"domain_scores_gemma":[0.9994625,0.00005875055,0.00003108983,0.0002945283,0.0000271156,0.0001259547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002493971,0.0002257476,0.1598354,0.00006998166,0.002944027,0.00002487696,0.0004008381,0.00004021438,0.5202581,0.00008039513,0.07693016,0.2389409],"study_design_scores_gemma":[0.0003681479,0.0004248352,0.09868108,0.00001930412,0.0003565435,0.00001240239,0.0003127098,0.00008116789,0.1554022,0.00002388179,0.74389,0.0004276757],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950467,0.0006760547,0.0006113802,0.001828791,0.00007172247,0.00007770437,0.00001438731,0.00001998807,0.001653255],"genre_scores_gemma":[0.9909459,0.0001857423,0.004533942,0.002738457,0.00008798898,0.00001341827,0.00001215923,0.000008522407,0.001473905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6669599,"threshold_uncertainty_score":0.3486996,"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."}}