{"id":"W4413401938","doi":"10.1049/pbmt031e_ch23","title":"Summary","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","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":[],"category_scores_codex":[0.0006593047,0.0005880542,0.0004627818,0.0009402529,0.001365542,0.003815402,0.001210692,0.00140838,0.5028226],"category_scores_gemma":[0.002398839,0.0002308928,0.0004824934,0.001077285,0.000378218,0.002382331,0.00160532,0.001582507,0.37844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382485,"about_ca_system_score_gemma":0.001947005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985979,"about_ca_topic_score_gemma":0.005219928,"domain_scores_codex":[0.9993681,0.00006944266,0.00003290045,0.0001081178,0.0003422442,0.00007918214],"domain_scores_gemma":[0.9991695,0.00009241229,0.00003434792,0.00007871582,0.0004456745,0.0001793984],"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":[0.00002117529,0.00001607915,0.00009483863,0.0001540856,0.000002188253,0.00005886441,0.00006866874,0.0000671665,0.000139194,0.006949245,0.8957513,0.09667726],"study_design_scores_gemma":[0.000001814772,0.000006816909,0.0001151594,0.00007674569,9.215298e-7,0.00005077861,0.00004452026,0.00001150971,0.00004544023,0.0007265114,0.9989177,0.000002098402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008027686,0.009715154,0.002702652,0.01326504,0.02523245,0.0002004922,0.00368709,0.0007735371,0.9436208],"genre_scores_gemma":[0.001953988,0.004188555,0.001016951,0.003025621,0.001776687,0.00006331425,0.002148021,0.0002087198,0.9856183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4971774,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03920934751330386,"score_gpt":0.3450305276542747,"score_spread":0.3058211801409709,"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."}}