{"id":"W4304757171","doi":"10.1039/d2fd90049a","title":"The reaction step: general discussion","year":2022,"lang":"en","type":"article","venue":"Faraday Discussions","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.003921037,0.00233021,0.002131298,0.001155396,0.002667084,0.001725175,0.005532989,0.00340678,0.07953093],"category_scores_gemma":[0.006482168,0.0009762285,0.003507234,0.001186427,0.001600367,0.007551139,0.003105032,0.008905115,0.04597676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003700667,"about_ca_system_score_gemma":0.002810076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004917074,"about_ca_topic_score_gemma":0.001589203,"domain_scores_codex":[0.9979,0.000366569,0.0001089661,0.0006534128,0.0006490898,0.0003220516],"domain_scores_gemma":[0.9986737,0.0004107675,0.0000738954,0.0002514719,0.0004073857,0.0001827895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001817706,0.0001432502,0.0002550832,0.00222634,0.00009990483,0.0003970415,0.0002190895,0.002724563,0.005018524,0.4251598,0.5297655,0.03380913],"study_design_scores_gemma":[0.00005238412,0.00005116333,0.0002163712,0.0002706553,0.00003606814,0.0001655557,0.00007054939,0.001302903,0.003165417,0.2440635,0.7505513,0.00005404769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007222652,0.1000919,0.2274103,0.3163954,0.1302479,0.001120482,0.01152039,0.003715373,0.2022756],"genre_scores_gemma":[0.1371873,0.1258102,0.06648459,0.1586457,0.06245611,0.005185483,0.01205407,0.004421583,0.4277549],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07953093,"threshold_uncertainty_score":0.2660574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342292279093402,"score_gpt":0.2817459301397929,"score_spread":0.2683230073488589,"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."}}