{"id":"W2078542917","doi":"10.1145/1104985.1104989","title":"Is it live or is it Memorex?","year":2005,"lang":"en","type":"article","venue":"eLearn","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008193559,0.0001161832,0.0001554039,0.000189549,0.0001589265,0.0003442602,0.0006300609,0.0000568751,0.1056635],"category_scores_gemma":[0.0002284415,0.00007803424,0.0001125554,0.0004383203,0.00004161421,0.0009157124,0.0001390536,0.0001258519,0.07300901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003073524,"about_ca_system_score_gemma":0.00003616634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002109972,"about_ca_topic_score_gemma":0.00007955584,"domain_scores_codex":[0.9979003,0.00003543914,0.0004277726,0.0002495902,0.001147476,0.0002394148],"domain_scores_gemma":[0.9990417,0.0001587723,0.0001457467,0.0003914546,0.0001598445,0.0001025181],"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":[0.00002010691,0.00002271668,0.001971159,0.000001294085,0.000006977481,0.00000331637,0.007751644,0.00001336656,0.00001170694,0.00009679649,0.9236664,0.06643458],"study_design_scores_gemma":[0.0002421401,0.00003962575,0.007930645,0.000005971733,0.00001104514,0.000002708,0.006230338,0.002769139,0.0002315103,0.0001270661,0.9822778,0.0001319772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6856904,0.00008541158,0.0004284748,0.1138274,0.0004080105,0.0003233993,0.00003659924,0.00009764452,0.1991027],"genre_scores_gemma":[0.3890871,0.00003705705,0.0009972107,0.03254648,0.0002181017,0.000008612333,0.000003820002,0.000007967628,0.5770937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.377991,"threshold_uncertainty_score":0.9277127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4002893171548517,"score_gpt":0.4811671445245435,"score_spread":0.08087782736969173,"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."}}