{"id":"W2953336978","doi":"10.1101/561175","title":"Hypothesis, analysis and synthesis: it’s all Greek to me!","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Connaught Fund","keywords":"Etymology; CLARITY; Perspective (graphical); Compromise; Meaning (existential); Computer science; Epistemology; Field (mathematics); Ambiguity; Linguistics; Term (time); Data science; Sociology; Artificial intelligence; Philosophy; Social science; Mathematics","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":[0.1025897,0.001482542,0.003005453,0.006087863,0.001947726,0.008479083,0.00278737,0.003331067,0.01812824],"category_scores_gemma":[0.3807119,0.0006096672,0.002526025,0.004488481,0.01137459,0.009647866,0.003718142,0.007120667,0.003589236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003312906,"about_ca_system_score_gemma":0.007789675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560169,"about_ca_topic_score_gemma":0.00106584,"domain_scores_codex":[0.8965835,0.08431476,0.004359367,0.005523076,0.008571895,0.0006474494],"domain_scores_gemma":[0.6527274,0.2964968,0.009130079,0.02472378,0.01516163,0.00176035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0017682,0.0001255224,0.002693556,0.02567362,0.003459158,0.0009201134,0.01171806,0.003350062,0.001930734,0.5386426,0.252145,0.1575734],"study_design_scores_gemma":[0.0002781358,0.000220825,0.001518478,0.01263,0.0008759261,0.0002509555,0.00298725,0.004574063,0.001346069,0.764433,0.2107345,0.0001508098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01532437,0.05495054,0.4228016,0.3627109,0.1172624,0.00291732,0.005076046,0.002430449,0.01652642],"genre_scores_gemma":[0.2874804,0.02521918,0.5281693,0.09124371,0.03810683,0.01250548,0.001903031,0.001720469,0.01365168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1025897,"threshold_uncertainty_score":0.5425525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625735991392044,"score_gpt":0.216658036132748,"score_spread":0.2004006762188276,"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."}}