{"id":"W2133243651","doi":"10.1093/biosci/biu126","title":"Bioinformatics: Hypothesis Free—Or Hypotheses Freed?","year":2014,"lang":"en","type":"article","venue":"BioScience","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biology; Computational biology; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08141738,0.002030845,0.004641721,0.005340467,0.002839765,0.010864,0.007303746,0.007693401,0.01407422],"category_scores_gemma":[0.1997395,0.001806683,0.001991112,0.003445439,0.02705364,0.04071004,0.007322328,0.01821826,0.00419729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002752928,"about_ca_system_score_gemma":0.003910592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008125477,"about_ca_topic_score_gemma":0.0007596883,"domain_scores_codex":[0.9656619,0.02277134,0.001714403,0.004104268,0.00516104,0.000586972],"domain_scores_gemma":[0.6867446,0.2724499,0.009333692,0.02118259,0.006937679,0.003351627],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004256144,0.0002253002,0.007602981,0.00319174,0.001511972,0.0006933173,0.001034106,0.005036865,0.0008338061,0.7539377,0.05322459,0.172282],"study_design_scores_gemma":[0.00003144197,0.00002348512,0.0003592665,0.0003153737,0.00005532571,0.0001422591,0.0001809564,0.00384876,0.0001846957,0.9858739,0.008954355,0.00003021356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01076325,0.03898794,0.4885114,0.4363994,0.006207586,0.0001700306,0.00124428,0.000996362,0.01671986],"genre_scores_gemma":[0.4801449,0.04868709,0.3321659,0.1008296,0.02723504,0.00100916,0.002042338,0.0009390252,0.006946802],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9185826,"threshold_uncertainty_score":0.4305814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728269580948403,"score_gpt":0.2185047676179083,"score_spread":0.2012220718084243,"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."}}