{"id":"W4316021292","doi":"10.2139/ssrn.4323375","title":"Cataloguing the Marketplace of Assurance Services","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Waterloo","funders":"","keywords":"Business; Quality assurance; Marketing; Service (business)","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":[],"consensus_categories":[],"category_scores_codex":[0.003179691,0.0001008572,0.0002186085,0.0001589351,0.0002140488,0.00004046958,0.0004545126,0.00004459161,0.00002140162],"category_scores_gemma":[0.00004802748,0.00008593399,0.0001196865,0.0005112435,0.00003757604,0.000187519,0.00005732594,0.000578267,0.0004545168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715755,"about_ca_system_score_gemma":0.0001281052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002839178,"about_ca_topic_score_gemma":0.0008835219,"domain_scores_codex":[0.9981351,0.00001857984,0.0004400772,0.0001652188,0.00006154675,0.001179419],"domain_scores_gemma":[0.9992833,0.00005298024,0.0003860866,0.0002235153,0.00003195057,0.00002222756],"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":[0.00003305046,0.00002246669,0.03693718,0.0000423446,0.0001215904,0.000003265136,0.0004936354,0.0002874636,0.00002283224,0.9519663,0.0006889616,0.009380942],"study_design_scores_gemma":[0.0005616209,0.0001098981,0.1161787,0.00004099124,0.00001170098,0.00003159504,0.002055094,0.0009028846,0.00003245272,0.8130485,0.06679928,0.0002272605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952736,0.01616008,0.00438901,0.003026348,0.0009924679,0.0002589319,0.00004992911,0.00006630437,0.02232089],"genre_scores_gemma":[0.9801479,0.01696614,0.0000186707,0.000101822,0.0001608421,0.000007436,0.000005532235,0.00001671244,0.00257497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389177,"threshold_uncertainty_score":0.5842045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009915676950147426,"score_gpt":0.2030559224053833,"score_spread":0.1931402454552359,"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."}}