{"id":"W4246177904","doi":"10.26443/fo.v12i.198","title":"Contributors","year":2010,"lang":"en","type":"article","venue":"Fontanus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.001283374,0.0008674779,0.000662246,0.002849763,0.001952399,0.003151014,0.001326421,0.00126447,0.7955728],"category_scores_gemma":[0.01041887,0.0003211321,0.0002810801,0.001212077,0.0004360762,0.001243306,0.002254925,0.001357496,0.5962319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296656,"about_ca_system_score_gemma":0.002567287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540064,"about_ca_topic_score_gemma":0.004243263,"domain_scores_codex":[0.9988143,0.0001841289,0.00004477593,0.0002236505,0.0005710789,0.0001620348],"domain_scores_gemma":[0.9945405,0.000751478,0.0001931951,0.0005911653,0.002545789,0.001377756],"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":[0.0001397776,0.00005146753,0.0007313041,0.000122853,0.000003588696,0.0002062728,0.0001397187,0.0000484438,0.0004756288,0.004832673,0.8989574,0.09429094],"study_design_scores_gemma":[0.00000904991,0.000006445906,0.0002982224,0.00005740015,0.000003010494,0.0001500923,0.0001015611,0.00004961556,0.0002105501,0.0004663981,0.9986441,0.000003654601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003135198,0.002020082,0.004621188,0.01164087,0.01510643,0.0006962417,0.009790381,0.003210282,0.9497793],"genre_scores_gemma":[0.003780442,0.0004172329,0.0009935388,0.001123795,0.0006214114,0.0001611061,0.001824569,0.0004322682,0.9906456],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2044272,"threshold_uncertainty_score":0.2915905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003679279892782417,"score_gpt":0.2293466564296549,"score_spread":0.2256673765368725,"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."}}