{"id":"W4246106340","doi":"10.1007/978-1-4612-1322-2_13","title":"Introduction to Nonlinear Experiments","year":2000,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Nonlinear system; Computer science; Epistemology; Physics; Philosophy; 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":[0.00004524702,0.0005383293,0.0004838876,0.00009867019,0.0001946926,0.00005344368,0.0002379604,0.0001131414,0.00584609],"category_scores_gemma":[8.176846e-7,0.0005089623,0.0002613891,0.00001612818,0.0001777089,0.00004260104,0.0002039706,0.0003080019,0.003612737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006047037,"about_ca_system_score_gemma":0.00003372192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004204518,"about_ca_topic_score_gemma":9.861303e-7,"domain_scores_codex":[0.9983004,0.00001276698,0.0003599075,0.0006647172,0.0002983609,0.0003638008],"domain_scores_gemma":[0.9990855,0.00001720395,0.0001051846,0.0005324935,0.00005897984,0.0002005658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006781472,0.00005836806,0.000003742362,0.000006176618,0.0002022985,0.000003070514,0.0004309491,0.000001367937,0.001081233,0.9776456,0.008928733,0.01157067],"study_design_scores_gemma":[0.0002154337,0.0001046859,7.883759e-7,0.00004803032,0.00004593618,6.019749e-7,0.00004680312,0.000001413275,0.01582034,0.4178991,0.5653526,0.0004643079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003771661,0.00009279277,0.00008916733,0.0002289999,0.0004391024,0.0004639945,0.000121976,0.00009447674,0.9980924],"genre_scores_gemma":[0.04672673,0.000005348205,0.0005698824,0.000337135,0.007730418,0.0001028441,0.0001672639,0.0001803693,0.94418],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5597465,"threshold_uncertainty_score":0.9997362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144811059465712,"score_gpt":0.245844599621786,"score_spread":0.2343964890271288,"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."}}