{"id":"W1989526432","doi":"10.1080/05704928.2010.529627","title":"A Simple Method for Initial Condensed-Phase Combustion Reactions Predictions","year":2011,"lang":"en","type":"article","venue":"Applied Spectroscopy Reviews","topic":"Energetic Materials and Combustion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Combustion; Phase (matter); Work (physics); Limiting; Statistical physics; Chemistry; Simple (philosophy); Quantum; Energetic material; Chemical physics; Thermodynamics; Process engineering; Physics; Physical chemistry; Explosive material; Organic chemistry; Mechanical engineering; Quantum mechanics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003969574,0.0001991053,0.0003626253,0.0000687646,0.000134261,0.00003451221,0.000108798,0.00009940152,0.0007280411],"category_scores_gemma":[0.00002786065,0.0001903803,0.0001077046,0.0001481441,0.00002574034,0.00009195205,0.00001380949,0.0001244292,0.00008975477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000594521,"about_ca_system_score_gemma":0.00001369026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002276244,"about_ca_topic_score_gemma":0.00001711687,"domain_scores_codex":[0.9988903,0.00004137477,0.0005053412,0.0002188927,0.00008003555,0.0002640971],"domain_scores_gemma":[0.9994411,0.00004353045,0.00009306539,0.0003004489,0.0000339505,0.00008793746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001354286,0.000255448,0.000004185229,0.000575573,0.00007928417,0.000001337158,0.0003856785,0.0009146006,0.8615666,0.09081581,0.0291631,0.01610293],"study_design_scores_gemma":[0.001660689,0.0002755797,0.00004012275,0.00006949931,0.0002723903,0.00001456638,0.00009141338,0.01239175,0.6526363,0.0156439,0.3164294,0.000474371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007159939,0.0005255031,0.9695771,0.00001410775,0.0006632919,0.001232606,0.00005765907,0.0004408644,0.02032896],"genre_scores_gemma":[0.52196,0.004409037,0.4673796,0.000273744,0.001023306,0.004094589,0.0004816657,0.0001548726,0.0002231546],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5148001,"threshold_uncertainty_score":0.7971539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04806546233174638,"score_gpt":0.333344841820384,"score_spread":0.2852793794886377,"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."}}