{"id":"W4402453537","doi":"10.29173/cais1859","title":"Protocols not Platforms: The Case for Human-Centered Explainable AI","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05174236,0.000798265,0.0006748587,0.001762152,0.004274332,0.01061071,0.002955662,0.00759812,0.007808755],"category_scores_gemma":[0.08387987,0.0009119127,0.001036735,0.001118229,0.0433353,0.02332476,0.01116483,0.009574073,0.001365891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005750481,"about_ca_system_score_gemma":0.007716646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727483,"about_ca_topic_score_gemma":0.001330492,"domain_scores_codex":[0.9500985,0.03718066,0.001302667,0.004010979,0.005668367,0.001738803],"domain_scores_gemma":[0.8587111,0.09036811,0.006679999,0.03387027,0.006914666,0.003455821],"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":[0.00002151635,0.00001715154,0.0004194258,0.00006675113,0.00001316311,0.00008158335,0.004304474,0.0007170518,0.0002075037,0.9866967,0.000809397,0.00664526],"study_design_scores_gemma":[0.00002809259,0.00003564245,0.0002427957,0.0001361053,0.00001336722,0.00009097115,0.001330518,0.003678877,0.0006281264,0.9539326,0.03985691,0.00002599935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04158926,0.002008632,0.623314,0.1262377,0.0007521602,0.0004634428,0.0001632445,0.0008552395,0.2046164],"genre_scores_gemma":[0.8740161,0.0007185035,0.1079598,0.004941118,0.0003355187,0.0006956643,0.0001054753,0.0003293073,0.01089857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05174236,"threshold_uncertainty_score":0.273643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09696222903149912,"score_gpt":0.3845272162930198,"score_spread":0.2875649872615207,"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."}}