{"id":"W4253183121","doi":"10.1108/978-1-78635-288-020161025","title":"Epilogue: What Does It Mean?","year":2016,"lang":"en","type":"other","venue":"","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001732998,0.0002680838,0.0003647231,0.0003116766,0.0003262748,0.0003336118,0.0006076593,0.0004464453,0.1470748],"category_scores_gemma":[0.0004230617,0.00016052,0.0001088943,0.0002677606,0.000505188,0.0003794943,0.00008856037,0.0001383087,0.003042336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004029009,"about_ca_system_score_gemma":0.0004395166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01578179,"about_ca_topic_score_gemma":0.1727282,"domain_scores_codex":[0.9974988,0.0004680691,0.000366089,0.0004847512,0.0006880003,0.0004943056],"domain_scores_gemma":[0.9985197,0.000158547,0.0002998462,0.0005848297,0.0003473461,0.00008973286],"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":[0.000001797359,0.00002107811,0.0001184683,0.00006901838,0.00003052428,0.000002090378,0.005908655,2.299807e-8,6.495898e-7,0.2169528,0.7748299,0.00206499],"study_design_scores_gemma":[0.0001186174,0.00001027012,0.0000102165,0.000156641,0.000008988006,1.719053e-7,0.02623867,2.627339e-7,0.000002149156,0.009728552,0.9634407,0.0002848259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001734261,0.0002382477,0.0002331784,0.006751428,0.003346807,0.0008909522,0.00001206437,0.0005406584,0.9879693],"genre_scores_gemma":[0.003282123,0.0001847692,0.00007907626,0.0003911819,0.003701885,0.00005464636,0.00002110809,0.0002204236,0.9920648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2072242,"threshold_uncertainty_score":0.9977339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01780626406912698,"score_gpt":0.3483013908184456,"score_spread":0.3304951267493186,"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."}}