{"id":"W4391714885","doi":"10.1007/978-3-031-17299-1_2063","title":"Parametric Analysis","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002543595,0.0002315523,0.0006955219,0.0005687288,0.00003517441,0.00001612827,0.0001290382,0.0002325152,0.001956877],"category_scores_gemma":[0.0008251222,0.0001848246,0.0003568837,0.0002399654,0.00004108215,0.00001777035,0.00007333755,0.0002424384,0.0004341907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003068651,"about_ca_system_score_gemma":0.00001571633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003804557,"about_ca_topic_score_gemma":0.00002001284,"domain_scores_codex":[0.9988087,0.00001413081,0.0003553958,0.0003526345,0.0002859959,0.0001831038],"domain_scores_gemma":[0.9963904,0.002837209,0.0001411477,0.0004551521,0.0000765529,0.00009953366],"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":[0.000001850479,0.000004939111,3.418461e-7,0.00003205772,0.000656102,0.00002050479,0.000004743412,0.00001815734,1.598333e-7,0.9815001,0.002457877,0.01530318],"study_design_scores_gemma":[0.00004371857,0.00001751821,0.000001805693,0.00001457043,0.001656643,4.926157e-7,0.000002127658,0.001570877,0.000001595675,0.9793692,0.01709601,0.000225396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.629359e-7,0.00001446409,0.5198674,0.00001599095,0.00004612726,0.00007314661,0.00005516343,0.0001299468,0.4797976],"genre_scores_gemma":[0.00001370906,0.0000619384,0.4187654,0.00002864169,0.00003436119,0.000004816515,0.00001436904,0.0000465696,0.5810302],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1012326,"threshold_uncertainty_score":0.9989555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3036221389472626,"score_gpt":0.4624795978755907,"score_spread":0.1588574589283281,"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."}}