{"id":"W7029860902","doi":"","title":"Mini-proceedings: Second MaPhySto Workshop on Inverse Problems:Inverse Problems from a Statistical Perspective","year":2001,"lang":"en","type":"article","venue":"","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Perspective (graphical); Inverse problem; Inverse; Calculus (dental); Term (time)","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":[0.0009191706,0.0008052171,0.00100092,0.0003301942,0.0002578868,0.000216908,0.0007006198,0.0004441571,0.01302686],"category_scores_gemma":[0.002793745,0.0007058341,0.0002738767,0.0009410061,0.0004992432,0.0004805754,0.0003246916,0.001111243,0.001359304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007020691,"about_ca_system_score_gemma":0.0001157696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004134029,"about_ca_topic_score_gemma":0.0005856182,"domain_scores_codex":[0.9951262,0.0002229758,0.001029159,0.001507943,0.0009603315,0.001153417],"domain_scores_gemma":[0.9950438,0.002639724,0.0004456632,0.0007607527,0.0004711636,0.0006388904],"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":[0.0005765597,0.002312803,0.001286877,0.0005856447,0.0007956168,0.0001829282,0.01654057,0.00008624604,0.004823533,0.6642818,0.3036964,0.004830987],"study_design_scores_gemma":[0.002075616,0.0004105039,0.00010455,0.0004681044,0.0001908177,0.00003692956,0.01444781,0.005703941,0.0006723949,0.9367136,0.03804428,0.001131477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1350829,0.0001630401,0.1362329,0.003900895,0.001844332,0.005623814,0.0005308491,0.002393005,0.7142282],"genre_scores_gemma":[0.02753845,0.0001067277,0.9476985,0.002265883,0.000603125,0.0005527954,0.00002898344,0.0002883447,0.02091722],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8114656,"threshold_uncertainty_score":0.9995393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09222006632532695,"score_gpt":0.3496511986520685,"score_spread":0.2574311323267415,"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."}}