{"id":"W4410495926","doi":"10.15173/ijsap.v9i1.5836","title":"Designing an AI policy","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05687359,0.0006556169,0.0006485994,0.002175035,0.01547322,0.01457132,0.003118736,0.009131525,0.008771345],"category_scores_gemma":[0.06430627,0.0008189311,0.0009050093,0.001949381,0.01475469,0.01304218,0.008506126,0.008430052,0.002356225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01006437,"about_ca_system_score_gemma":0.02887488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004317383,"about_ca_topic_score_gemma":0.00402763,"domain_scores_codex":[0.9342734,0.04948482,0.002199366,0.004283039,0.005251189,0.004508166],"domain_scores_gemma":[0.9284365,0.04942969,0.003530673,0.007442331,0.005572565,0.005588254],"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":[0.00008789247,0.0005629666,0.005288663,0.0003609517,0.00004331191,0.001601314,0.04317366,0.009122622,0.003256258,0.8798701,0.01180977,0.04482256],"study_design_scores_gemma":[0.00007676776,0.0002627821,0.001296702,0.0006375682,0.00003739978,0.0006280843,0.04919275,0.01458058,0.003837876,0.3276621,0.6017131,0.00007441409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.131318,0.001174331,0.4197851,0.1151424,0.001799159,0.002899608,0.000170157,0.0009315612,0.3267796],"genre_scores_gemma":[0.7476608,0.0007902419,0.2128586,0.007517278,0.0002187878,0.001642347,0.0001766124,0.000367751,0.02876751],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05687359,"threshold_uncertainty_score":0.3007799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0845396065855053,"score_gpt":0.6619912469694297,"score_spread":0.5774516403839244,"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."}}