{"id":"W3011888447","doi":"10.1145/3343413.3377986","title":"Spectator","year":2020,"lang":"en","type":"article","venue":"","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cisco Systems (Canada)","funders":"","keywords":"Computer science; Context (archaeology); Task (project management); World Wide Web; Sample (material); Information retrieval; Human–computer interaction; Bundle","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000210273,0.00002298828,0.00003610554,0.000009480181,0.0000169616,0.00005525989,0.0003527603,0.000005339915,0.00009871322],"category_scores_gemma":[0.00001752866,0.00001788988,0.00001934369,0.0001989399,0.000003817993,0.0001302657,0.00009369419,0.00001991417,0.0007122164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000141199,"about_ca_system_score_gemma":0.000008479735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005338653,"about_ca_topic_score_gemma":4.821383e-7,"domain_scores_codex":[0.999727,0.000005361221,0.00003785646,0.0001171959,0.00005883777,0.00005380428],"domain_scores_gemma":[0.9997787,0.000007909158,0.000007368917,0.0001386555,0.000006451768,0.00006088031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001631072,0.00003334837,0.003849868,0.000007965967,0.00005108826,0.00006710807,0.002024887,0.00004114446,0.004204108,0.5351066,0.2999099,0.1547023],"study_design_scores_gemma":[0.0002053997,0.00007950573,0.001422662,0.000002476794,0.000007941409,0.000004088873,0.000121503,0.7766721,0.009545579,0.0009913512,0.2107082,0.0002391416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001798314,0.00001113641,0.957569,0.01359763,0.00002260596,0.000006307716,4.779432e-7,0.0001798977,0.02681463],"genre_scores_gemma":[0.8994097,0.000001222863,0.09636408,0.003718788,0.00006202419,3.611067e-7,7.706343e-7,0.000001241877,0.0004418609],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8976113,"threshold_uncertainty_score":0.9154339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265543935394646,"score_gpt":0.206615565636449,"score_spread":0.1839601262825026,"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."}}