{"id":"W2616868843","doi":"10.7939/r3ns0mb51","title":"Users' Behaviour in Collaborative Tagging Systems","year":2010,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bookmarking; World Wide Web; Sociology; Similarity (geometry); Humanities; Computer science; Art","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":[0.004888654,0.0003241001,0.0003995173,0.002067843,0.001607249,0.002956401,0.0005822615,0.001368126,0.001344296],"category_scores_gemma":[0.02590177,0.0003972896,0.0003223513,0.001436923,0.000932305,0.002834669,0.00130144,0.000521002,0.0008099608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006328325,"about_ca_system_score_gemma":0.000425305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00437133,"about_ca_topic_score_gemma":0.004975086,"domain_scores_codex":[0.9933578,0.003803153,0.0004361097,0.0007161362,0.001395958,0.000290843],"domain_scores_gemma":[0.9718157,0.01974346,0.002863356,0.002099849,0.002611013,0.0008666605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007789582,0.0004835222,0.683626,0.0003577208,0.0002342291,0.00099499,0.1354748,0.001843555,0.02493286,0.002451311,0.0008453282,0.1479766],"study_design_scores_gemma":[0.00007472666,0.001583029,0.8505762,0.0001443989,0.0002431582,0.002768082,0.07403509,0.02891493,0.01531969,0.004558641,0.02144875,0.0003332557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992366,0.000115988,0.003283996,0.00008324772,0.00000732906,0.00003535178,0.00003449435,0.00006948401,0.004004113],"genre_scores_gemma":[0.9968531,0.00005279533,0.001431414,0.00003296501,0.000007754392,0.00002506091,0.00005497846,0.00001599109,0.001526082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004888654,"threshold_uncertainty_score":0.02585399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005179181930033646,"score_gpt":0.203609262798126,"score_spread":0.1984300808680924,"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."}}