{"id":"W4307855632","doi":"10.31234/osf.io/3krx8","title":"Broad effects of shallow understanding: Explaining an unrelated phenomenon exposes the illusion of explanatory depth","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Phenomenon; Illusion; Debiasing; Zipper; Psychology; Cognitive psychology; Social psychology; Epistemology; Ignorance; Salient; Feeling; Explanatory model; Positive economics; Computer science; Economics; Philosophy; Artificial intelligence","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":[0.009872204,0.0008601127,0.0006565014,0.001240218,0.001223943,0.002767498,0.00113602,0.002490815,0.01021179],"category_scores_gemma":[0.08526109,0.00101554,0.001122066,0.0005362432,0.009668979,0.01043054,0.009605618,0.00777289,0.000429266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030602,"about_ca_system_score_gemma":0.0006484243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257964,"about_ca_topic_score_gemma":0.0008539191,"domain_scores_codex":[0.9899839,0.004913612,0.0006717651,0.001518175,0.002355191,0.0005573154],"domain_scores_gemma":[0.8482583,0.1239167,0.01069728,0.01399154,0.001865065,0.001271106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.005439245,0.002598855,0.1486349,0.005436556,0.001178005,0.002161984,0.4599858,0.004131977,0.1064999,0.1341636,0.003961625,0.1258076],"study_design_scores_gemma":[0.001511586,0.007136774,0.5092872,0.002822269,0.002172858,0.004546737,0.1026962,0.01436622,0.04361922,0.2690275,0.04209919,0.0007141894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420454,0.0008461303,0.01860391,0.002248945,0.00008167352,0.000236754,0.0001212164,0.0001766614,0.03563935],"genre_scores_gemma":[0.991544,0.0002187015,0.006167934,0.0007664385,0.00003184895,0.0001558876,0.00008294865,0.00006896209,0.000963351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021179,"threshold_uncertainty_score":0.05220979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0787166842005153,"score_gpt":0.2970394216550682,"score_spread":0.2183227374545529,"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."}}