{"id":"W4386289126","doi":"10.1088/978-0-7503-5321-2ch3","title":"Gas-phase collision theory","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Collision; Phase (matter); Collision theory; Materials science; Computer science; Physics; Computer security; Quantum mechanics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006890669,0.0003387003,0.0004428114,0.0001647804,0.00006508079,0.00003482508,0.0002674533,0.0003863098,0.003314467],"category_scores_gemma":[0.0001572339,0.0002733748,0.0002313337,0.00002461808,0.00008533149,0.00001853506,0.0001739355,0.0003169583,0.001431696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004322833,"about_ca_system_score_gemma":0.00004551755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001353504,"about_ca_topic_score_gemma":0.0000111843,"domain_scores_codex":[0.9987108,0.00002553331,0.0003948489,0.0003377388,0.0003036168,0.0002275131],"domain_scores_gemma":[0.9980788,0.0008962107,0.0001798276,0.0006621294,0.00008190688,0.0001011449],"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":[0.00003240654,0.00003375328,3.832259e-8,0.0000680914,0.00006911701,0.00005981386,0.00005694431,8.884516e-7,0.0000109136,0.9799542,0.01507772,0.004636047],"study_design_scores_gemma":[0.0004508127,0.00009276454,1.537168e-7,0.0001811508,0.0001066087,0.00001032667,0.00002550722,0.0002009093,0.00001499034,0.9402125,0.0584166,0.0002876337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001823267,0.00004875299,0.005047728,0.0001106039,0.0004874879,0.000359394,0.00009117403,0.0003894967,0.993283],"genre_scores_gemma":[0.0004283147,0.0001757529,0.00234863,0.0001017924,0.0001778019,0.000009128773,0.00004758239,0.0002018703,0.9965091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04333888,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556738899668979,"score_gpt":0.310943751048085,"score_spread":0.2653763620513953,"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."}}