{"id":"W7064554906","doi":"","title":"cDf International Congress : proceedings : actes, actas : actes, Barcelona Jun. 2013","year":2015,"lang":"ca","type":"article","venue":"Dipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona)","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"European union; Government (linguistics); Public policy; German; Quarter (Canadian coin)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002166322,0.001687101,0.001411202,0.001809546,0.001402588,0.00312749,0.004972094,0.001123888,0.005114329],"category_scores_gemma":[0.0006495871,0.002156699,0.0008158296,0.001792602,0.001859163,0.008365256,0.002775917,0.002186615,0.0006611086],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009410258,"about_ca_system_score_gemma":0.003405222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048882,"about_ca_topic_score_gemma":0.0001465605,"domain_scores_codex":[0.9900777,0.0006442586,0.0008504747,0.002333949,0.002441059,0.003652544],"domain_scores_gemma":[0.9929286,0.0008934799,0.0008716554,0.001020291,0.00150929,0.002776649],"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":[0.008697081,0.00294067,0.04797322,0.0005895688,0.001946043,0.009426686,0.02807217,0.000352051,0.1391372,0.1177961,0.6377725,0.00529671],"study_design_scores_gemma":[0.00937177,0.002847394,0.01274456,0.0006292558,0.001089737,0.002124885,0.03740001,0.003932062,0.02523724,0.02064423,0.8789253,0.005053548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7006493,0.001233698,0.001858787,0.007088982,0.001527727,0.001413227,0.001778245,0.001543986,0.2829061],"genre_scores_gemma":[0.9463385,0.001199628,0.007083977,0.0009873534,0.0004316115,0.00003011382,0.0007576292,0.0003162693,0.04285489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2456893,"threshold_uncertainty_score":0.9998974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012743988689781,"score_gpt":0.2458172313926193,"score_spread":0.2356897915057215,"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."}}