{"id":"W3043242154","doi":"10.33137/ijidi.v4i2.33596","title":"A Matter of Facts","year":2020,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Education, Psychology, and Complexity Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009006683,0.00008594676,0.0001641607,0.0001836932,0.000322635,0.00005047512,0.001433492,0.00004957143,0.001613441],"category_scores_gemma":[0.0005445716,0.00006166223,0.0001453413,0.0001517527,0.00009942487,0.0008432504,0.002233304,0.0002557842,0.0001474811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009019687,"about_ca_system_score_gemma":0.0001032144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003794817,"about_ca_topic_score_gemma":0.000004350031,"domain_scores_codex":[0.997996,0.000085955,0.0005806461,0.00005111795,0.001179725,0.0001065237],"domain_scores_gemma":[0.9974616,0.0002850896,0.0007501695,0.0001315413,0.001277683,0.00009388143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002007259,0.000692935,0.07216948,0.0002094951,0.00101564,0.00001733468,0.2212439,0.0002526427,0.001950585,0.05464761,0.6330453,0.01274783],"study_design_scores_gemma":[0.01142167,0.001534073,0.195107,0.0007012428,0.0003808104,0.0007301273,0.05249048,0.002952256,0.01565474,0.4893844,0.2285596,0.001083573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309991,0.00002624919,0.006460076,0.05289106,0.0006697014,0.000146647,0.00002352981,0.00001354748,0.00877011],"genre_scores_gemma":[0.994311,0.00004970924,0.001389247,0.003922755,0.0002129367,5.375883e-7,0.000007506556,0.000003719752,0.0001026114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4347368,"threshold_uncertainty_score":0.9992992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1125244616108224,"score_gpt":0.3729846167384442,"score_spread":0.2604601551276218,"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."}}