{"id":"W4405518242","doi":"10.7480/abe.2017.12.3621","title":"Synthesis","year":2019,"lang":"en","type":"article","venue":"TU Delft Library (Tu Delft)","topic":"Canadian Identity and History","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":[0.0002201548,0.0001355469,0.0002338472,0.000428007,0.000729231,0.0006293153,0.0005923139,0.0001748203,0.02631869],"category_scores_gemma":[0.00008326686,0.0001733081,0.0001624252,0.0004893253,0.0003475352,0.001727246,0.00008551432,0.0001899534,0.007628963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284653,"about_ca_system_score_gemma":0.0009777752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06056939,"about_ca_topic_score_gemma":0.04653184,"domain_scores_codex":[0.9983594,0.0001719985,0.0002302338,0.000340302,0.0004002558,0.0004977421],"domain_scores_gemma":[0.9989482,0.0001957671,0.00008335512,0.0003907645,0.00002410481,0.0003578796],"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":[0.00004883062,0.0001197988,0.01524273,0.00007592121,0.00007559522,0.0001076829,0.006764089,0.00001515242,0.0001334561,0.2235078,0.7251469,0.02876207],"study_design_scores_gemma":[0.0001173261,0.00001679398,0.003290037,0.00002639029,0.00001967022,0.000002175215,0.0008417056,0.0000213298,0.000070236,0.001518604,0.9938222,0.0002535692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2817598,0.0009169262,0.000009283009,0.003917769,0.0007917777,0.0002841493,0.00005151548,0.0003939999,0.7118748],"genre_scores_gemma":[0.741658,0.0006538158,0.0004009745,0.002195805,0.0007411768,0.00002938377,0.00001717234,0.00005780125,0.2542458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4598982,"threshold_uncertainty_score":0.9931437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00784909345238599,"score_gpt":0.1923034926594207,"score_spread":0.1844543992070347,"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."}}