{"id":"W4411322692","doi":"10.1007/978-3-031-82606-1_1","title":"An Interactive AI Solution for Market Research and Report Generation","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Stock Market Forecasting Methods","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Algoma University","funders":"","keywords":"Artificial intelligence; Computer science","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01553783,0.0003027598,0.0005972965,0.001308078,0.0004696253,0.0002173582,0.0005593191,0.0002192309,0.00009723874],"category_scores_gemma":[0.02368201,0.0002755488,0.0001014358,0.0003543693,0.000875171,0.0003183612,0.0005276009,0.0006305017,0.00001169396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004352835,"about_ca_system_score_gemma":0.0003535659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001549568,"about_ca_topic_score_gemma":0.0001451646,"domain_scores_codex":[0.9949007,0.0004753656,0.001410317,0.001333307,0.001573142,0.0003071828],"domain_scores_gemma":[0.9674859,0.02580942,0.000488286,0.0005035818,0.005643683,0.00006910578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005564748,0.00007655264,0.0001898245,0.00009813846,0.0002273822,0.00008935982,0.001831978,0.0127247,0.000007279553,0.2320535,0.1184688,0.6336759],"study_design_scores_gemma":[0.00005442499,0.0002460135,0.0001319421,0.0002518927,0.00001083134,0.00004375658,0.0003095576,0.2633721,0.00001619031,0.7230902,0.01228894,0.0001841278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00008424911,0.001513888,0.8748434,0.001056229,0.002089522,0.001056322,0.00007186637,0.00003283178,0.1192517],"genre_scores_gemma":[0.07210658,0.0005552017,0.3680819,0.0004885147,0.001389359,0.0004776101,0.0002096988,0.00007739878,0.5566138],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6334918,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6021000342681083,"score_gpt":0.6125180584004228,"score_spread":0.01041802413231452,"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."}}