{"id":"W4233598720","doi":"10.1108/s0733-558x20170000050014","title":"Prelims","year":2017,"lang":"en","type":"other","venue":"","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003179771,0.001375692,0.001000223,0.005139494,0.002943549,0.007989018,0.002597785,0.001778757,0.6877939],"category_scores_gemma":[0.01425922,0.0007586104,0.001154908,0.005868389,0.00115654,0.006338835,0.005912148,0.001949734,0.6108282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002778139,"about_ca_system_score_gemma":0.005674335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006854436,"about_ca_topic_score_gemma":0.01018046,"domain_scores_codex":[0.9974794,0.0003865541,0.0002348358,0.0003213871,0.001350201,0.0002275883],"domain_scores_gemma":[0.993469,0.000667766,0.0002947711,0.001070882,0.003692593,0.0008050586],"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":[0.00001559788,0.000009069012,0.00008094848,0.0002200424,0.000001854681,0.00003223933,0.00004845437,0.00002040553,0.00005414133,0.003369446,0.9685273,0.0276204],"study_design_scores_gemma":[0.000003935974,0.000004214014,0.0001498485,0.0001127303,0.000001426756,0.00003659284,0.00004903781,0.00002173578,0.00005941916,0.00105472,0.9985024,0.00000404273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000770788,0.004054415,0.005607916,0.01078655,0.0256434,0.000557758,0.04258643,0.009034254,0.9009584],"genre_scores_gemma":[0.00622231,0.005102301,0.00331236,0.004991625,0.005092376,0.0006229547,0.04557525,0.006724569,0.9223562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3122061,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676578960677823,"score_gpt":0.338581380663471,"score_spread":0.3218155910566928,"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."}}