{"id":"W2024570733","doi":"10.1108/01435121211279902","title":"Mendeley: teaching scholarly communication and collaboration through social networking","year":2012,"lang":"en","type":"article","venue":"Library Management","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Citation; Context (archaeology); Originality; Information literacy; Productivity; World Wide Web; Knowledge management; Sociology","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0004144313,0.00009013568,0.00008356979,0.00004624757,0.001088262,0.0020667,0.0001734658,0.00004287951,0.0001788369],"category_scores_gemma":[0.00000565827,0.0000885552,0.00001830514,0.00004121802,0.00005323305,0.01383586,0.0002412528,0.0003078535,0.00001195061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001435228,"about_ca_system_score_gemma":0.000004426047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002467898,"about_ca_topic_score_gemma":0.000003433213,"domain_scores_codex":[0.9992281,0.000148829,0.0001641225,0.0001098833,0.0001364035,0.0002126578],"domain_scores_gemma":[0.999711,0.00004048367,0.00008748921,0.0001176857,0.00001043231,0.00003290439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000389592,0.00001670515,0.001121385,0.00002708287,0.00002269778,2.322815e-7,0.04509747,9.540993e-7,8.840607e-7,0.8418844,0.09949115,0.0123331],"study_design_scores_gemma":[0.00013623,0.000006236838,0.0007278709,0.00003961229,0.00002323127,3.687829e-7,0.02276615,0.00006948273,0.000002261912,0.009481987,0.9666332,0.0001133439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03144125,0.002607633,0.0001447923,0.009441146,0.0004262754,0.0001811239,0.000006561187,0.0002683239,0.9554829],"genre_scores_gemma":[0.9825562,0.0002484607,0.002027746,0.002272311,0.002768465,0.00001939174,0.00009912128,0.00002111857,0.00998714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.951115,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655460613024562,"score_gpt":0.2488526099381953,"score_spread":0.2122980038079497,"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."}}