{"id":"W4411824959","doi":"10.1108/9781836628163","title":"AI Empowered","year":2025,"lang":"en","type":"book","venue":"","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006008254,0.0001285362,0.0001366819,0.0001161157,0.00007489332,0.0001180897,0.00153075,0.000155974,0.0002746287],"category_scores_gemma":[0.00001231863,0.0001244924,0.00007695243,0.0001454711,0.00003704006,0.0001211204,0.0003864446,0.0001988663,0.003035335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000863887,"about_ca_system_score_gemma":0.0007150377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001325702,"about_ca_topic_score_gemma":0.00002879775,"domain_scores_codex":[0.9991076,0.000007923196,0.0002040435,0.0003841386,0.0001560795,0.0001401872],"domain_scores_gemma":[0.9986467,0.00007573408,0.00005303105,0.001065515,0.0001134879,0.00004557241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.186318e-8,0.000003980431,2.447049e-7,0.000002234442,0.000004277642,6.823827e-7,0.00001453414,0.000001455347,0.000002992414,0.5634282,0.4257974,0.01074389],"study_design_scores_gemma":[0.000004783852,0.000004791626,0.000001076544,0.00001384693,0.000002994037,3.985431e-7,8.681563e-7,0.001687573,0.0003956439,0.2869846,0.710802,0.0001015184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.986387e-8,0.0000308425,0.485482,0.002395478,0.0001429611,0.0001028211,0.000001704513,0.0001785065,0.5116656],"genre_scores_gemma":[0.00001818461,0.00001251033,0.01314779,0.004210351,0.00006050671,0.00003027977,0.00001070502,0.000005891027,0.9825038],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4723342,"threshold_uncertainty_score":0.9977409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02238040592918965,"score_gpt":0.3082021908979878,"score_spread":0.2858217849687981,"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."}}