{"id":"W7125480211","doi":"10.1109/iceamst67459.2025.11335782","title":"Agile Voyager: Smart Travel Itinerary Planner","year":2025,"lang":"","type":"article","venue":"","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"","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":[0.0004654838,0.0006794747,0.0003509071,0.0005576156,0.0006383589,0.001481935,0.0009734134,0.0006243316,0.0533336],"category_scores_gemma":[0.001167294,0.0004959447,0.0002600414,0.0005419845,0.0002317624,0.001468416,0.001912978,0.0009765071,0.01000038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004902268,"about_ca_system_score_gemma":0.001724206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004446754,"about_ca_topic_score_gemma":0.009559079,"domain_scores_codex":[0.999832,0.00003554513,0.000006886277,0.00003578578,0.000046933,0.00004268883],"domain_scores_gemma":[0.9995791,0.00005928503,0.0000196727,0.00006284049,0.00008731929,0.0001917244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009884926,0.0003849494,0.004515104,0.0002163575,0.00004478893,0.0004796864,0.000709267,0.06426042,0.01022957,0.0279534,0.4340723,0.4561456],"study_design_scores_gemma":[0.0002836456,0.0003412435,0.002140402,0.00008936539,0.00005016789,0.0003253444,0.001454941,0.3357432,0.007695018,0.01771129,0.6340619,0.000103475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.04822112,0.0004709074,0.5740829,0.002563524,0.001148837,0.001114183,0.006179536,0.1326031,0.2336158],"genre_scores_gemma":[0.4066727,0.0006051671,0.4470039,0.0004976731,0.0001226572,0.0007334254,0.007361352,0.005168889,0.1318344],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.0533336,"threshold_uncertainty_score":0.1784186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00859462765296489,"score_gpt":0.2295467906097563,"score_spread":0.2209521629567914,"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."}}