{"id":"W4406028410","doi":"10.2139/ssrn.5006541","title":"Imagining Future Human-Centred AI","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sociology; Engineering ethics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006985966,0.0003552595,0.0003957184,0.0001806415,0.0004452727,0.0004113845,0.0008201076,0.0001477593,0.000243495],"category_scores_gemma":[0.000005217516,0.0003170111,0.0003854945,0.0001843823,0.0000573997,0.0001972752,0.0003030108,0.00653059,0.00004232357],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000439508,"about_ca_system_score_gemma":0.007310425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005631827,"about_ca_topic_score_gemma":0.0001458142,"domain_scores_codex":[0.9961923,0.00009679743,0.0004061104,0.0004432025,0.0003282361,0.002533302],"domain_scores_gemma":[0.9990559,0.00001651689,0.0003244297,0.0003575812,0.0001152658,0.0001303138],"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":[0.00006067815,0.00017763,0.01489116,0.00002331498,0.0008641638,0.000006001318,0.0009382126,0.0007787046,0.0003401362,0.922278,0.006948801,0.0526932],"study_design_scores_gemma":[0.001035076,0.0000783479,0.0001626411,0.0001779704,0.0001669603,0.00001373777,0.01070994,0.0002031863,0.000213135,0.9664473,0.0202239,0.0005678025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4164655,0.0364892,0.09806916,0.08601082,0.04921437,0.00323802,0.0005094549,0.0007231249,0.3092804],"genre_scores_gemma":[0.9804667,0.0003322093,0.00008152171,0.0001923403,0.009341173,0.00001314028,0.00007296179,0.00002209352,0.009477915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5640011,"threshold_uncertainty_score":0.9999282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228642729684713,"score_gpt":0.2897906058570801,"score_spread":0.2775041785602329,"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."}}