{"id":"W7022901216","doi":"","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Breda University of Applied Sciences Portal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003828535,0.0002940666,0.0003795346,0.0006062355,0.0002618786,0.00003760205,0.0006934729,0.0002544998,0.005165419],"category_scores_gemma":[0.00000243761,0.0003445854,0.0001992676,0.000222902,0.002310904,0.0001677048,0.000266985,0.0003514814,0.007653128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001185073,"about_ca_system_score_gemma":0.0003315079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004417184,"about_ca_topic_score_gemma":0.0001459142,"domain_scores_codex":[0.9977721,0.000002981356,0.0002062127,0.0008931087,0.0008573653,0.000268254],"domain_scores_gemma":[0.9991056,0.0000171504,0.0003478847,0.0003379346,0.00007919976,0.0001122847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005139962,0.00001274548,0.000001119034,0.00003809953,0.00007644467,0.00007595017,0.0002699009,0.000117117,0.0009724043,0.8991333,0.09854162,0.0007098975],"study_design_scores_gemma":[0.0001885499,0.00008889494,0.00001378775,0.00005633722,0.0002675363,0.00003960803,0.001171591,0.00007964486,0.000199777,0.04190114,0.9555082,0.0004848825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008095368,0.0000896996,0.00001627117,0.0001934091,0.0004865038,0.0002350014,0.000224379,0.0002147807,0.9977304],"genre_scores_gemma":[0.06011587,0.00003634455,0.0009277681,0.00001186182,0.0006446629,1.109617e-7,0.0001194067,0.00006260374,0.9380814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8572322,"threshold_uncertainty_score":0.9999006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341614407835829,"score_gpt":0.1929894956410681,"score_spread":0.1795733515627098,"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."}}