{"id":"W7034713622","doi":"","title":"WBWG News, Volume 10, No. 1, Winter 2015","year":2015,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Event (particle physics); Noise (video); Climate change","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004307929,0.0002518744,0.0004857373,0.0003964887,0.0008624134,0.00007218721,0.0009761548,0.0001998663,0.0026865],"category_scores_gemma":[0.0003165155,0.0003448617,0.0002672685,0.0009972681,0.00160489,0.001301416,0.0004164435,0.0002563029,0.0005414168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366556,"about_ca_system_score_gemma":0.0005038855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004671275,"about_ca_topic_score_gemma":0.00449803,"domain_scores_codex":[0.99801,0.0001155496,0.0002275251,0.0004137901,0.0007784139,0.0004547228],"domain_scores_gemma":[0.9970367,0.00008681324,0.0004062411,0.0004703799,0.001603177,0.0003966739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006563588,0.0002427122,0.2619213,0.00007613882,0.0003970943,0.00004956739,0.5262014,0.00004320341,0.000009720314,0.005136367,0.2034438,0.001822291],"study_design_scores_gemma":[0.001140971,0.0001269578,0.01296374,0.00005034973,0.0000805409,6.347454e-7,0.6247017,0.00003185287,0.000003372476,0.0001219504,0.3604338,0.0003441423],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6800296,0.0001051876,0.001608968,0.002466435,0.001254128,0.0003432725,0.0006126077,0.0002169431,0.3133628],"genre_scores_gemma":[0.9399402,0.00001451891,0.0005361279,0.00004213307,0.0002772798,7.305985e-8,0.0001009208,0.00001627135,0.05907246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2599106,"threshold_uncertainty_score":0.9999003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0355678190726738,"score_gpt":0.2498572469435374,"score_spread":0.2142894278708636,"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."}}