{"id":"W1994248072","doi":"10.3389/fgene.2014.00259","title":"Freedom in bioinformatics","year":2014,"lang":"en","type":"article","venue":"Frontiers in Genetics","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Genomics; Computer science; Genome; Computational biology; Bioinformatics; Biology; Data science; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.009726266,0.0008438568,0.001159429,0.001959389,0.00210572,0.0073571,0.002092147,0.003752676,0.1392788],"category_scores_gemma":[0.03493104,0.0008503165,0.001393031,0.002647806,0.005462714,0.0132163,0.006178916,0.006616835,0.07637757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440118,"about_ca_system_score_gemma":0.001901151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487407,"about_ca_topic_score_gemma":0.001500352,"domain_scores_codex":[0.9937447,0.003028932,0.0003208991,0.0009187738,0.001708496,0.0002782065],"domain_scores_gemma":[0.9751373,0.01488462,0.000343739,0.006121551,0.001973053,0.001539703],"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":[0.00005463668,0.00002729807,0.0003797137,0.0003034351,0.00003627837,0.00008782578,0.0002245528,0.00124365,0.0004111888,0.4450188,0.4268775,0.1253351],"study_design_scores_gemma":[0.00001585146,0.000007157937,0.0001183123,0.0001461412,0.000005981798,0.000102546,0.00005648956,0.001861364,0.0002543706,0.3678531,0.629562,0.0000167185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002150053,0.02153684,0.3487807,0.2084565,0.01449773,0.0001346255,0.005686703,0.01359636,0.3851605],"genre_scores_gemma":[0.1540017,0.04933206,0.2553932,0.06863593,0.0369806,0.0007997192,0.01372357,0.0206042,0.4005291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9979079,"threshold_uncertainty_score":0.4659342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003547129598868935,"score_gpt":0.2394114418769984,"score_spread":0.2358643122781295,"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."}}