{"id":"W2093449773","doi":"10.1890/1540-9295-12.5.259","title":"Social media as a tool for improving research and teaching","year":2014,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Social media; Sociology; Computer science; Data science; World Wide Web","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02237901,0.0001895804,0.0009487065,0.0001674289,0.001476797,0.00005495301,0.0003590582,0.0005038196,0.00001923348],"category_scores_gemma":[0.003042879,0.0001348714,0.0001148323,0.00004002072,0.002425649,0.00005120808,0.0002458909,0.001129046,0.000004903025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469206,"about_ca_system_score_gemma":0.0001020296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001268497,"about_ca_topic_score_gemma":0.0001225736,"domain_scores_codex":[0.9928185,0.005702092,0.000325246,0.0004077256,0.0002274023,0.0005190846],"domain_scores_gemma":[0.9950085,0.004583286,0.0001726696,0.0001739558,0.000004440892,0.00005714293],"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":[0.0000199826,0.00002080996,0.00008915151,0.0004794804,0.00004019143,0.000002375963,0.01410737,1.201915e-7,1.963872e-8,0.07711049,0.0004284224,0.9077016],"study_design_scores_gemma":[0.0005742483,0.00005096968,0.00005355219,0.0001310641,0.000140512,0.000002349707,0.003774773,0.00001798317,2.686939e-8,0.06586147,0.9292222,0.0001708617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002379234,0.990512,0.002474406,0.0003800405,0.0006597277,0.001853839,0.000006924782,0.00001784424,0.00385733],"genre_scores_gemma":[0.001278528,0.9805294,0.01563875,0.00005294101,0.0006441338,0.0006411981,0.0000120408,0.00003422321,0.001168757],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9287938,"threshold_uncertainty_score":0.9998232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05196269926168608,"score_gpt":0.4001478838205859,"score_spread":0.3481851845588998,"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."}}