{"id":"W4398168828","doi":"10.2139/ssrn.4834834","title":"The Explainability Imperative","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00286264,0.0006358614,0.0005912906,0.001046956,0.002264418,0.003448133,0.001032897,0.003059316,0.01791705],"category_scores_gemma":[0.01297776,0.0007471239,0.001319177,0.0008465976,0.008190687,0.01281832,0.003791658,0.006240064,0.002910707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969164,"about_ca_system_score_gemma":0.001236675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028075,"about_ca_topic_score_gemma":0.00158015,"domain_scores_codex":[0.9972536,0.00103906,0.0001879497,0.0007632558,0.0005257334,0.0002305021],"domain_scores_gemma":[0.9925538,0.004596096,0.000346952,0.001595406,0.0007278792,0.0001798788],"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":[0.000005415465,0.000004640105,0.00007012783,0.0000140138,0.000003905139,0.00001585423,0.0001808623,0.0001115803,0.00007739683,0.995271,0.001957877,0.002287254],"study_design_scores_gemma":[0.000005597713,0.000002803637,0.00007907637,0.00001198572,0.000004418006,0.00003369979,0.00003881457,0.0004500957,0.0001685221,0.9824167,0.01678355,0.000004656005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02304432,0.003353517,0.4094455,0.06324598,0.001308157,0.00010637,0.0009134405,0.001076021,0.4975068],"genre_scores_gemma":[0.8379831,0.001670995,0.07529518,0.007489988,0.001714467,0.0003815404,0.001015673,0.0007454052,0.07370355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01791705,"threshold_uncertainty_score":0.05993855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009119315583850136,"score_gpt":0.2692383909144693,"score_spread":0.2601190753306191,"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."}}