{"id":"W4416399986","doi":"10.1007/978-3-032-09700-2_22","title":"Innovative Solutions for Enhanced Driving Safety: A TRIZ-Based Approach to Reducing Visibility Issues and Driver Distraction","year":2025,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"TRIZ; Process (computing); Visibility; Creativity; Selection (genetic algorithm); Distraction","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":[0.0006810977,0.0009549924,0.0003882463,0.001267061,0.0009099966,0.003343344,0.001874887,0.001811389,0.01993789],"category_scores_gemma":[0.0009449688,0.0002613764,0.0007847014,0.0008636642,0.001042895,0.003016284,0.002115077,0.00223723,0.005073708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009836017,"about_ca_system_score_gemma":0.001825246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999933,"about_ca_topic_score_gemma":0.003857717,"domain_scores_codex":[0.9994091,0.0001057155,0.00001858042,0.00008283083,0.000308435,0.00007531957],"domain_scores_gemma":[0.9996752,0.00008637006,0.00004610121,0.0000332877,0.000123326,0.00003572734],"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":[0.0001699209,0.0007331542,0.0006644963,0.001085182,0.00007853382,0.0002335983,0.002787031,0.006002984,0.0243824,0.3207585,0.05958697,0.5835171],"study_design_scores_gemma":[0.0001717817,0.0009443332,0.002420433,0.0008780786,0.0002188046,0.0009094091,0.006413536,0.05113241,0.03659817,0.1925118,0.7076629,0.0001383544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02285723,0.007773599,0.5457731,0.01120784,0.00229155,0.000592095,0.0002296111,0.002669639,0.4066053],"genre_scores_gemma":[0.3128606,0.01235667,0.2970308,0.003231102,0.0005604788,0.0008436941,0.0003949773,0.0005237026,0.372198],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01993789,"threshold_uncertainty_score":0.06669891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629683495373817,"score_gpt":0.3664013585744649,"score_spread":0.3401045236207267,"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."}}