{"id":"W7065834128","doi":"","title":"The Edition, 7th of December, 2012, Vol. 2, No. 6, 2012","year":2012,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Duty; Club; State (computer science); Public sector; Vocational education","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":[0.0004565995,0.0002118075,0.0002361691,0.0001290977,0.000492572,0.00003713982,0.0006436224,0.0001790172,0.001945861],"category_scores_gemma":[0.00009510039,0.0001604734,0.0001412188,0.0006453585,0.0004740341,0.001148215,0.0002647081,0.0003956665,0.0007914106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000451933,"about_ca_system_score_gemma":0.00005660947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002776475,"about_ca_topic_score_gemma":0.00000972443,"domain_scores_codex":[0.998523,0.00006940502,0.0002644334,0.0002414865,0.0002700763,0.000631583],"domain_scores_gemma":[0.9986336,0.000191477,0.0001984186,0.0004090578,0.0003971719,0.0001702546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005398868,0.001707412,0.2439257,0.00004095962,0.0004838535,0.000008710882,0.0003780223,0.00005740413,0.006459172,0.4049428,0.2859823,0.05547374],"study_design_scores_gemma":[0.001717899,0.0001375086,0.03098774,0.00002903525,0.00006923126,0.000002127302,0.0009978717,0.001042855,0.02434542,0.003603355,0.9364762,0.0005907646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97803,0.0002665151,0.005258408,0.0005533418,0.001033945,0.0002509819,0.00005175638,0.0002080061,0.01434701],"genre_scores_gemma":[0.9938958,0.0000512231,0.0006029071,0.00002994016,0.0004021106,0.00000393812,0.00003837328,0.00001059211,0.004965106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6504939,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012335914095079,"score_gpt":0.2051993884208835,"score_spread":0.1928634743258045,"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."}}