{"id":"W2480584410","doi":"10.4018/978-1-4666-5206-4.ch024","title":"Conclusion","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in social networking and online communities book series","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Popularity; Code (set theory); Computer science; Human–computer interaction; Digital content; Interface (matter); Multimedia; Psychology; World Wide Web; Social psychology; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001748674,0.000613604,0.0004230548,0.001169289,0.003661159,0.006930143,0.001850164,0.003176831,0.2060496],"category_scores_gemma":[0.005223246,0.0002227795,0.0006737611,0.001016149,0.001226762,0.004291228,0.003668317,0.002745565,0.08036505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004028026,"about_ca_system_score_gemma":0.004303483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005005195,"about_ca_topic_score_gemma":0.006957978,"domain_scores_codex":[0.9981948,0.0002989825,0.00006677179,0.0004337758,0.000647013,0.0003588102],"domain_scores_gemma":[0.9981025,0.000228332,0.00006780208,0.0002021794,0.00100496,0.0003942552],"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":[0.00009802209,0.00007170793,0.00138785,0.0003752593,0.00001160948,0.0003201538,0.003090382,0.0002694905,0.0005236143,0.2689493,0.5643665,0.1605361],"study_design_scores_gemma":[0.000004501783,0.00001077282,0.0004441415,0.0002051386,0.000003321775,0.00008554898,0.001311067,0.00005509011,0.0001846942,0.01414355,0.983547,0.000005253721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004051268,0.00377403,0.007191876,0.04775373,0.009902742,0.0001809335,0.001204699,0.0004408639,0.9254999],"genre_scores_gemma":[0.05745462,0.005437721,0.007862974,0.02555731,0.002340086,0.0002483091,0.002613314,0.0005340169,0.8979517],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7939504,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0346105272093996,"score_gpt":0.2764892162596183,"score_spread":0.2418786890502186,"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."}}