{"id":"W4407642683","doi":"10.1007/979-8-8688-1145-6_6","title":"Design","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002013502,0.0009956501,0.0005662868,0.001214038,0.001784082,0.004216651,0.001944753,0.001686593,0.2402106],"category_scores_gemma":[0.004615188,0.0005220912,0.0005773913,0.001379212,0.0007957424,0.00281328,0.003038527,0.001378565,0.1307945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001901109,"about_ca_system_score_gemma":0.002050622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487816,"about_ca_topic_score_gemma":0.002861447,"domain_scores_codex":[0.9981263,0.000465083,0.00009629463,0.0004631722,0.0007053298,0.0001438618],"domain_scores_gemma":[0.9985971,0.0002850337,0.00004306864,0.0003225574,0.0006173379,0.0001348277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001576285,0.0001626725,0.0008882635,0.0006361557,0.00001591179,0.0001822167,0.002250489,0.001158057,0.003222585,0.1405831,0.2602424,0.5905006],"study_design_scores_gemma":[0.0000120639,0.00003570616,0.000214552,0.0001087392,0.000005315675,0.00009366428,0.0002918742,0.0004062309,0.0006787392,0.007103727,0.9910409,0.000008440081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004039823,0.001950533,0.154457,0.00281621,0.001847618,0.001921601,0.003297094,0.003945097,0.825725],"genre_scores_gemma":[0.02700314,0.001824844,0.1099882,0.003031124,0.0001822264,0.00277109,0.004300077,0.001781111,0.8491182],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7597894,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06891211125610917,"score_gpt":0.3511965235245715,"score_spread":0.2822844122684623,"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."}}