{"id":"W4206802659","doi":"10.1142/s0218271818480097","title":"Laboratory constraints","year":2018,"lang":"en","type":"article","venue":"International Journal of Modern Physics D","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Ministerio de Economía y Competitividad; Lawrence Livermore National Laboratory; Bundesministerium für Bildung und Forschung; CERN; Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; European Regional Development Fund; U.S. Department of Energy; European Commission; Türkiye Atom Enerjisi Kurumu; General Secretariat for Research and Technology; Agence Nationale de la Recherche; National Aeronautics and Space Administration","keywords":"Physics; Theoretical physics; Dilaton; Focus (optics); Cosmology; Photon; Classical mechanics; Astrophysics; Quantum mechanics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001183519,0.00006135873,0.00008904107,0.00003789302,0.00003855044,0.00002842419,0.0002242644,0.00001565894,0.0003524211],"category_scores_gemma":[0.0000104135,0.00005617741,0.00007144244,0.00004162709,0.0002319248,0.000190782,0.00002478578,0.0001078477,0.00005308403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001370536,"about_ca_system_score_gemma":0.00009845063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001724846,"about_ca_topic_score_gemma":2.393385e-7,"domain_scores_codex":[0.9994662,0.00002747865,0.0001877096,0.00005759844,0.0001896647,0.00007130414],"domain_scores_gemma":[0.9986784,0.00005195075,0.000216602,0.00005886021,0.0009575717,0.00003663762],"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":[0.00009032692,0.0001705436,0.03988659,0.000001019762,0.0004666437,0.00001063053,0.001222241,0.0000388878,0.003946728,0.7792282,0.002122915,0.1728153],"study_design_scores_gemma":[0.0004445042,0.00004793722,0.00216096,0.00001519204,0.0000134503,0.00000591533,0.00008838881,0.00005839561,0.01154056,0.9835242,0.002036777,0.00006373412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.47399,0.00004586402,0.5119998,0.0007833826,0.002421741,0.00003986344,0.0001080143,0.00001046503,0.0106009],"genre_scores_gemma":[0.9962329,3.520914e-7,0.001205774,0.0001802148,0.002256432,6.548781e-7,0.00000542859,0.000005774998,0.000112423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.522243,"threshold_uncertainty_score":0.3858764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009629062672041363,"score_gpt":0.2829468110953312,"score_spread":0.2733177484232898,"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."}}