{"id":"W4235330826","doi":"10.21971/p7hg62","title":"Contributors","year":2010,"lang":"en","type":"article","venue":"Crossing boundaries","topic":"","field":"","cited_by":1,"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":[0.001682579,0.0008749932,0.0005586868,0.002812268,0.002195709,0.003788881,0.001485169,0.001516466,0.7273909],"category_scores_gemma":[0.01729695,0.0003030081,0.0003116971,0.00129145,0.0005423271,0.002004188,0.002927197,0.00164545,0.4819692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142991,"about_ca_system_score_gemma":0.002988622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002105788,"about_ca_topic_score_gemma":0.003474243,"domain_scores_codex":[0.998544,0.0002577545,0.00005285826,0.0002943096,0.00065498,0.0001961416],"domain_scores_gemma":[0.9886665,0.001426465,0.0003180294,0.001307565,0.005319659,0.00296179],"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":[0.000159114,0.00004523927,0.0009382062,0.0001020627,0.000003119709,0.0001428961,0.00036828,0.00006992317,0.0005793744,0.01583185,0.9017116,0.0800483],"study_design_scores_gemma":[0.000009263309,0.00000573485,0.0003023163,0.00006273804,0.000003026766,0.00008918958,0.0002468943,0.000092297,0.0002746811,0.001948052,0.9969603,0.000005375425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004593723,0.001017405,0.01501379,0.01347811,0.01941446,0.0009078479,0.01073182,0.003769929,0.9310728],"genre_scores_gemma":[0.007921412,0.0003041636,0.00299146,0.001747903,0.000782015,0.0003278665,0.002950555,0.0007501654,0.9822245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2726091,"threshold_uncertainty_score":0.3888438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079101097905702,"score_gpt":0.2813815452308926,"score_spread":0.2705905342518355,"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."}}