{"id":"W4410340239","doi":"10.4018/979-8-3373-1867-7.ch001","title":"The AI Connection","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University","funders":"","keywords":"Connection (principal bundle); Computer science; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001432838,0.0002815428,0.0002434771,0.0001776402,0.0004600316,0.0002792534,0.000665746,0.0001468074,0.00002450765],"category_scores_gemma":[0.00004817742,0.0002361193,0.00007126483,0.0001070572,0.0003212943,0.00203963,0.0003454321,0.0005201505,0.00004036308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011374,"about_ca_system_score_gemma":0.0001781623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006449459,"about_ca_topic_score_gemma":0.0002552879,"domain_scores_codex":[0.9984844,0.00002630119,0.0005235894,0.0004652317,0.0002883504,0.0002120941],"domain_scores_gemma":[0.9977569,0.001306975,0.0002126833,0.0003427367,0.0003340434,0.00004663571],"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":[0.000006924123,0.000005297461,0.000004450386,0.00002292405,0.00001516133,0.00000572331,0.00007056083,0.3059836,6.755054e-8,0.6614119,0.0002943801,0.032179],"study_design_scores_gemma":[0.00001965027,0.00004732091,0.000004865617,0.0002007051,0.000006989656,0.0000328992,0.00003933824,0.06923302,0.00001000359,0.58262,0.3476133,0.0001719394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[8.26911e-8,0.01807694,0.8208795,0.00864031,0.001501876,0.0002110644,0.000006407319,0.0000804754,0.1506033],"genre_scores_gemma":[0.001317421,0.122951,0.1304567,0.006141188,0.0003613925,0.00007383159,0.00006434973,0.00005677026,0.7385774],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6904228,"threshold_uncertainty_score":0.9628667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565650760612175,"score_gpt":0.2951094090210151,"score_spread":0.2794529014148934,"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."}}