{"id":"W2043851065","doi":"10.1103/physrevlett.95.168305","title":"Mechanisms in Adaptive Feedback Control: Photoisomerization in a Liquid","year":2005,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photoisomerization; Quantum decoherence; Coherence (philosophical gambling strategy); Wave packet; Population; Physics; Isomerization; Interference (communication); Quantum; Statistical physics; Quantum mechanics; Control theory (sociology); Control (management); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000837475,0.0001628884,0.0004267506,0.00002787274,0.0000244865,0.000007999551,0.0001050591,0.000006659584,0.0001070176],"category_scores_gemma":[0.000008657954,0.0001400751,0.0001164811,0.0002646878,0.00003626403,0.0001212328,0.00002743119,0.0001857375,0.00008165406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005962337,"about_ca_system_score_gemma":0.000008353221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007775712,"about_ca_topic_score_gemma":0.000007343737,"domain_scores_codex":[0.9990577,0.00005515457,0.0002450499,0.0002399548,0.0001285857,0.0002735844],"domain_scores_gemma":[0.9996827,0.00007509554,0.00007411352,0.0001130898,0.00001131833,0.00004366486],"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":[0.0003106615,0.001374124,0.001725155,0.000284088,0.0001280157,0.000006628197,0.0005734372,0.0007629826,0.8805284,0.1015358,0.001869149,0.01090152],"study_design_scores_gemma":[0.03012181,0.002448323,0.03138462,0.02369668,0.000971016,0.00000417229,0.0008239084,0.1040174,0.650894,0.08799668,0.0595904,0.008051003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682778,0.002437964,0.01263585,0.01388063,0.00005086124,0.0008284618,0.0000206083,0.00003458861,0.001833247],"genre_scores_gemma":[0.9919509,0.0002390037,0.0002460627,0.00721915,0.0001633214,0.0001560844,0.00001041896,0.00001220442,0.000002843035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296344,"threshold_uncertainty_score":0.5712097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009789971339134697,"score_gpt":0.2677812245887434,"score_spread":0.2579912532496087,"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."}}