{"id":"W4416940579","doi":"10.1002/aaai.70043","title":"Human at the Center: A Framework for Human‐Driven AI Development","year":2025,"lang":"en","type":"article","venue":"AI Magazine","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; Mitacs; Alberta Machine Intelligence Institute; Google","keywords":"Agency (philosophy); Field (mathematics); Development (topology); Applications of artificial intelligence; Work (physics); Human intelligence; Design elements and principles","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03253258,0.001378563,0.0006417184,0.003603618,0.004089427,0.01189629,0.005026513,0.005353705,0.01149861],"category_scores_gemma":[0.02976537,0.0009790731,0.001499112,0.001547444,0.02812439,0.007976788,0.008505081,0.004847254,0.001884936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007342576,"about_ca_system_score_gemma":0.009991539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006282881,"about_ca_topic_score_gemma":0.005735707,"domain_scores_codex":[0.9690335,0.02593113,0.0007389075,0.00153692,0.002009049,0.0007505808],"domain_scores_gemma":[0.9699875,0.02147537,0.001197246,0.002760733,0.002861996,0.001717197],"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":[0.00001003057,0.00002390462,0.0002235131,0.00007943079,0.000008202204,0.00007925734,0.001567273,0.003891555,0.0001103029,0.9869365,0.001095992,0.005974072],"study_design_scores_gemma":[0.0000320713,0.00004653791,0.0001696754,0.0003649772,0.0000227472,0.0001116504,0.001525247,0.02856702,0.0004469717,0.8901919,0.07849236,0.00002888536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004377776,0.001376597,0.889208,0.01800107,0.000273825,0.0006733523,0.0001113669,0.0004151864,0.08556274],"genre_scores_gemma":[0.2271371,0.0009944654,0.7571374,0.001689589,0.0001418236,0.001866678,0.0001418594,0.0002635868,0.01062739],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03253258,"threshold_uncertainty_score":0.1720508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04395534030243416,"score_gpt":0.41852923479489,"score_spread":0.3745738944924559,"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."}}