{"id":"W4411030294","doi":"10.33612/diss.1316744807","title":"Confirm Humanity","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Humanity; Philosophy; Theology","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":[0.009724599,0.0006115725,0.0006504652,0.00134743,0.00929479,0.0107931,0.001210026,0.004752332,0.03502333],"category_scores_gemma":[0.02111383,0.0003224589,0.0005802131,0.0008194591,0.0492862,0.01039557,0.009334868,0.006749879,0.01008907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004337944,"about_ca_system_score_gemma":0.005587341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003258928,"about_ca_topic_score_gemma":0.003525065,"domain_scores_codex":[0.9890773,0.005389089,0.0002648155,0.001913098,0.002347826,0.001007886],"domain_scores_gemma":[0.9878132,0.004760244,0.001042889,0.002696336,0.002533029,0.001154273],"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":[0.00002753579,0.00002650016,0.0009808616,0.0001028088,0.00002083937,0.00017912,0.01582474,0.0001268267,0.0003462375,0.928776,0.03274928,0.02083924],"study_design_scores_gemma":[0.00001523885,0.00004035841,0.0007648504,0.000336459,0.00001482529,0.0002866156,0.00968218,0.0001162704,0.0006837049,0.2735091,0.7145255,0.00002486063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01304756,0.003746505,0.0107104,0.08849169,0.002796001,0.00009015417,0.0001578567,0.0001467061,0.8808131],"genre_scores_gemma":[0.7070373,0.003920481,0.006919529,0.05596144,0.001821671,0.0002555916,0.0003155542,0.0003353174,0.2234332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03502333,"threshold_uncertainty_score":0.1171647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06935360991390128,"score_gpt":0.4513430658203342,"score_spread":0.3819894559064329,"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."}}