{"id":"W2246003695","doi":"10.1109/mic.2016.2","title":"Searching from Mars","year":2016,"lang":"en","type":"article","venue":"IEEE Internet Computing","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Mars Exploration Program; Astrobiology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001889514,0.000889896,0.000684247,0.001178001,0.003680857,0.007219337,0.001295777,0.004048231,0.05345733],"category_scores_gemma":[0.0160499,0.000422121,0.0006951824,0.001114111,0.002116391,0.0135342,0.003055419,0.003771635,0.03741054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008569228,"about_ca_system_score_gemma":0.0008992198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006235108,"about_ca_topic_score_gemma":0.005703971,"domain_scores_codex":[0.9984938,0.0007434522,0.00007371999,0.0001898874,0.0003190259,0.0001802273],"domain_scores_gemma":[0.9971207,0.0007227423,0.0001742141,0.0004508782,0.0008328779,0.00069847],"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":[0.0002723644,0.0001025031,0.006153607,0.000330789,0.00006777922,0.0003493838,0.006013996,0.0006612197,0.001485153,0.02856675,0.7805821,0.1754143],"study_design_scores_gemma":[0.00002639264,0.0001706344,0.002407026,0.0004003853,0.00005058374,0.001222119,0.01177375,0.002148618,0.0006446107,0.03148972,0.9495432,0.000122706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.05961656,0.01777095,0.05638232,0.3638299,0.007812052,0.0001918759,0.002740137,0.009128103,0.4825282],"genre_scores_gemma":[0.4235177,0.01625485,0.05280292,0.1005592,0.003028276,0.0002321985,0.004157021,0.003083473,0.3963643],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05345733,"threshold_uncertainty_score":0.1788326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199027694162501,"score_gpt":0.2580016924333763,"score_spread":0.2360114154917513,"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."}}