{"id":"W4409720974","doi":"10.1145/3706599.3706709","title":"Research Products and Time: When, For How Long, And Then What?","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Simon Fraser University","funders":"","keywords":"Computer science","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":[0.05481359,0.0007619787,0.0008668441,0.001728037,0.005274349,0.03439367,0.002575461,0.006618185,0.007434482],"category_scores_gemma":[0.06733642,0.0009683762,0.001014891,0.00259483,0.01731993,0.03271661,0.008794691,0.007893862,0.003182426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005743694,"about_ca_system_score_gemma":0.009244801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001599977,"about_ca_topic_score_gemma":0.002704127,"domain_scores_codex":[0.9677385,0.02353258,0.001439265,0.002120096,0.003923505,0.001246087],"domain_scores_gemma":[0.9449803,0.03982014,0.002966188,0.00393722,0.005098096,0.003198042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003192995,0.0001448429,0.002763727,0.002491969,0.00007107345,0.0004886556,0.1665535,0.000392076,0.004245597,0.328856,0.06282397,0.4308493],"study_design_scores_gemma":[0.0000265739,0.000207737,0.0009665159,0.003388785,0.00004540516,0.000458378,0.1139057,0.0002929448,0.001713561,0.1036882,0.7751986,0.0001076157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04389095,0.1246896,0.1689596,0.5336005,0.01679355,0.0005710318,0.0002867445,0.0006190619,0.110589],"genre_scores_gemma":[0.5260589,0.1542853,0.1387555,0.05389494,0.005828602,0.002249219,0.0006012885,0.001541459,0.1167847],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05481359,"threshold_uncertainty_score":0.2898854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143235458998573,"score_gpt":0.3594698151048388,"score_spread":0.308037460514853,"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."}}