{"id":"W2130972346","doi":"10.2139/ssrn.1873424","title":"Analyst Report Readability","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Amorfix (Canada); University of Toronto","funders":"","keywords":"Readability; Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005553097,0.001339725,0.001472351,0.0227097,0.001414721,0.007169523,0.00152163,0.001360843,0.6153542],"category_scores_gemma":[0.09395646,0.0005560642,0.001035994,0.01325018,0.0005162954,0.004176943,0.002844186,0.002060088,0.4874167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433189,"about_ca_system_score_gemma":0.003099199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003498337,"about_ca_topic_score_gemma":0.003283916,"domain_scores_codex":[0.9869028,0.001369068,0.001952181,0.001182892,0.007710236,0.0008828726],"domain_scores_gemma":[0.8738083,0.01825131,0.009740104,0.02207187,0.07255538,0.003572903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001014147,0.0000456167,0.0009840949,0.0002206373,0.00001183315,0.00005264218,0.000143139,0.00009191043,0.0005386654,0.001601628,0.9238094,0.07239893],"study_design_scores_gemma":[0.00002931438,0.00003525638,0.006362863,0.0001999179,0.00001242237,0.0001048124,0.0001699839,0.0002287898,0.0009919779,0.002223126,0.9896069,0.00003463519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009642368,0.00104107,0.007178886,0.01026437,0.01580707,0.001024482,0.3722372,0.02335332,0.5594512],"genre_scores_gemma":[0.03931827,0.001151593,0.006112133,0.001618559,0.003558247,0.00112318,0.1549679,0.0101997,0.7819504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6153542,"threshold_uncertainty_score":0.5486505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007817926736468316,"score_gpt":0.2221135855181287,"score_spread":0.2142956587816604,"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."}}