{"id":"W7117897173","doi":"10.1109/icicnis66685.2025.11315654","title":"SMART PICK: A Smart Gadget Recommendation System","year":2025,"lang":"","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Gadget; Android (operating system); Recommender system; Studio; Mobile device; Process (computing); Key (lock); Android app","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":[0.0006908252,0.001320148,0.001573738,0.00326705,0.000780498,0.001341204,0.001956557,0.001511218,0.01802533],"category_scores_gemma":[0.002445277,0.0007704528,0.0009907141,0.002623859,0.000126405,0.002050886,0.001451097,0.000997522,0.02652114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004731703,"about_ca_system_score_gemma":0.00064134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01253613,"about_ca_topic_score_gemma":0.0197096,"domain_scores_codex":[0.9993381,0.00005044336,0.00009156109,0.0001875489,0.0002672169,0.00006510466],"domain_scores_gemma":[0.99911,0.000132749,0.00005797335,0.0002300032,0.0003482351,0.0001209738],"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":[0.00194198,0.0005529083,0.00853204,0.0009635033,0.0003317717,0.0007162013,0.0002365385,0.003009138,0.01458328,0.001660622,0.4437619,0.5237101],"study_design_scores_gemma":[0.001113782,0.001319113,0.04321435,0.0004541133,0.0006631314,0.003491432,0.000564023,0.2820788,0.04593323,0.009430675,0.6108104,0.0009270023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.04864666,0.005263884,0.2503193,0.001034304,0.0008400006,0.002557819,0.1002798,0.5561265,0.03493178],"genre_scores_gemma":[0.2318754,0.003435586,0.4093227,0.002198199,0.0003693754,0.001713548,0.273713,0.00538488,0.07198726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01802533,"threshold_uncertainty_score":0.06030077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860933108756537,"score_gpt":0.2678505056989139,"score_spread":0.2492411746113486,"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."}}