{"id":"W2126513245","doi":"10.3389/fpsyt.2010.00137","title":"Maximum Probability Reaction Sequences in Stochastic Chemical Kinetic Systems","year":2010,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Protein Structure and Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Toronto","funders":"","keywords":"Kinetic energy; Mathematics; Computer science; Physics","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":[0.005007867,0.001524684,0.002762888,0.001952881,0.001277116,0.002409894,0.002646512,0.002903285,0.00420627],"category_scores_gemma":[0.02935648,0.001382366,0.001726989,0.001895504,0.004105827,0.004678819,0.001946854,0.002446296,0.0006214977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003167752,"about_ca_system_score_gemma":0.002249112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004747729,"about_ca_topic_score_gemma":0.00308152,"domain_scores_codex":[0.996849,0.00153773,0.0001669248,0.0005754948,0.0005904926,0.0002803819],"domain_scores_gemma":[0.9662195,0.02991767,0.001685159,0.0008672843,0.0007153325,0.0005951513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006523041,0.00002401547,0.0003563708,0.00006400845,0.00002197594,0.00007593172,0.00005592376,0.8807942,0.000317499,0.1159259,0.0001838153,0.00211517],"study_design_scores_gemma":[0.00001911308,0.000008905575,0.00004812403,0.000007123705,0.000003887064,0.00001424772,0.000006423015,0.9149189,0.0001715761,0.08465033,0.0001409517,0.00001045268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09043828,0.0005982999,0.9027236,0.000891466,0.00004865817,0.000122071,0.0004080613,0.000443857,0.004325771],"genre_scores_gemma":[0.8539658,0.0008927725,0.1379807,0.0002582051,0.0001336786,0.0007535972,0.000884384,0.0002085177,0.004922392],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005007867,"threshold_uncertainty_score":0.02648443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003741864186693082,"score_gpt":0.2167424584844137,"score_spread":0.2130005942977206,"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."}}