{"id":"W801188040","doi":"10.1017/cbo9780511755521.001","title":"Preface","year":2007,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Quantum, superfluid, helium dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology","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"],"consensus_categories":[],"category_scores_codex":[0.0001033423,0.0005223447,0.0004715748,0.0001894272,0.0002006414,0.00004924943,0.0006184384,0.0003241912,0.00006508902],"category_scores_gemma":[0.000001498872,0.0006569652,0.0003527761,0.000009618083,0.0002320386,0.0001030962,0.000436587,0.0007628083,0.0001312987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855432,"about_ca_system_score_gemma":0.00015635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000493805,"about_ca_topic_score_gemma":0.000003017881,"domain_scores_codex":[0.998347,0.00002374077,0.0002457033,0.0006138238,0.000315626,0.0004541375],"domain_scores_gemma":[0.9985633,0.00007099719,0.0001961978,0.0007547488,0.0001671369,0.0002475707],"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":[0.00004523376,0.00001473468,0.00004060692,0.00004030949,0.0002238615,0.00008872413,0.00003451454,0.000006155394,0.00003809948,0.9816619,0.01531575,0.002490086],"study_design_scores_gemma":[0.0005404395,0.00003678945,0.000022141,0.0001192863,0.0002537048,0.000003319158,0.00004615908,0.0002862096,0.0002367063,0.00007672326,0.9976799,0.0006986507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007251393,0.00007883085,0.004738333,0.000006972027,0.0003316736,0.0004203283,0.0007930923,0.0001478549,0.9927578],"genre_scores_gemma":[0.004915401,0.00001496789,0.0002012703,0.00003448452,0.0004028221,5.452996e-7,0.0002092134,0.00009885821,0.9941224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9823641,"threshold_uncertainty_score":0.9995881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146843520597595,"score_gpt":0.2104863607591315,"score_spread":0.1890179255531556,"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."}}