{"id":"W4407303523","doi":"10.1007/978-3-031-82327-5_1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007568976,0.0009575653,0.0005596189,0.001731589,0.001533752,0.004885294,0.001731044,0.001894188,0.6945648],"category_scores_gemma":[0.002654001,0.0003238493,0.0005927495,0.001540034,0.0006187626,0.00314049,0.003014051,0.001849706,0.5976774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239832,"about_ca_system_score_gemma":0.002201361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322323,"about_ca_topic_score_gemma":0.003569189,"domain_scores_codex":[0.9992341,0.00007999079,0.00002658832,0.0001497128,0.0004242447,0.00008535888],"domain_scores_gemma":[0.9989643,0.0001346028,0.00003395541,0.0001456987,0.0004702423,0.00025121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002627729,0.00003301945,0.00009373554,0.0001466945,0.00000196904,0.00004609526,0.0001038771,0.00007312038,0.0003675504,0.02329558,0.8166519,0.1591601],"study_design_scores_gemma":[0.00000156214,0.000005061813,0.00005266162,0.00004348818,6.79696e-7,0.00002325937,0.00002891211,0.00001242466,0.00005122787,0.002019251,0.9977595,0.000001959255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003399841,0.00229241,0.003855526,0.003278556,0.006778274,0.0001584003,0.002343081,0.001034026,0.9799199],"genre_scores_gemma":[0.001004181,0.001258035,0.001049418,0.001140349,0.0007970831,0.00007944311,0.001560247,0.0002472436,0.992864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3054352,"threshold_uncertainty_score":0.4356663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249924777670998,"score_gpt":0.2522126724518085,"score_spread":0.2397134246750985,"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."}}