{"id":"W4400774281","doi":"10.2139/ssrn.4898783","title":"Verifiability and Effective Persuasion","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Center for Interuniversity Research and Analysis on Organizations","funders":"","keywords":"Persuasion; Computer science; Psychology; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008025592,0.0005243691,0.0009735043,0.001366826,0.001284719,0.004583934,0.0009173776,0.00427065,0.01140673],"category_scores_gemma":[0.09443993,0.0004692551,0.0004174819,0.0008064932,0.004197767,0.008220377,0.001994068,0.002988579,0.0009514123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015456,"about_ca_system_score_gemma":0.0007415991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006413751,"about_ca_topic_score_gemma":0.0003437144,"domain_scores_codex":[0.9938861,0.003175422,0.0002121352,0.0008252437,0.001448495,0.0004526395],"domain_scores_gemma":[0.8166369,0.1580496,0.01201592,0.007851273,0.003952634,0.001493676],"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":[0.0004179957,0.0003468192,0.008064602,0.0002657822,0.00008923949,0.000364894,0.003277991,0.005079796,0.003835849,0.9150085,0.003218398,0.06003004],"study_design_scores_gemma":[0.00008727338,0.00007150434,0.003776579,0.0000280866,0.00003039409,0.0001419509,0.0003330178,0.02017201,0.0009979084,0.972307,0.002032308,0.00002194859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891475,0.002453919,0.1145284,0.02162301,0.0004095642,0.0001005534,0.0002898092,0.0002515281,0.1711958],"genre_scores_gemma":[0.9951115,0.0001639766,0.001898446,0.0001575736,0.000187197,0.00002148351,0.00002467206,0.0000183057,0.002416763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01140673,"threshold_uncertainty_score":0.04244387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004053244734874489,"score_gpt":0.263851900534243,"score_spread":0.2597986557993685,"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."}}