{"id":"W3166246600","doi":"10.6000/1929-4409.2021.10.12","title":"Learning in Online Communities: Behavioral Strategies of the Users of Educational Social Networks","year":2021,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Foundation for Basic Research","keywords":"The Internet; Relation (database); Computer science; State (computer science); Psychology; Portrait; Mathematics education; Sociology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001244271,0.0001913829,0.0001686658,0.001238468,0.001215566,0.001692071,0.0002522088,0.0005921467,0.001629878],"category_scores_gemma":[0.004055177,0.000110136,0.0001432377,0.0005194076,0.0008001545,0.00138974,0.00107516,0.0004348757,0.0002180661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520231,"about_ca_system_score_gemma":0.0003420635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673513,"about_ca_topic_score_gemma":0.00295238,"domain_scores_codex":[0.9990174,0.0006305258,0.00003168858,0.00008595131,0.0001179685,0.000116485],"domain_scores_gemma":[0.9975604,0.001436554,0.0003711359,0.0001115245,0.0001982217,0.0003221721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002007859,0.0009062926,0.542097,0.0001396564,0.00005025046,0.0006710311,0.3550552,0.0001868255,0.008009739,0.003497688,0.0005459401,0.08863966],"study_design_scores_gemma":[0.00001608776,0.0006619092,0.4475555,0.00009375665,0.00005799075,0.001215096,0.529658,0.002392157,0.003141827,0.002763997,0.01238314,0.00006058467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965518,0.0000539483,0.0003210848,0.0000887803,0.000002813546,0.00001768537,0.00001232749,0.000004044476,0.002947502],"genre_scores_gemma":[0.9988017,0.00004732655,0.0002623408,0.00002492386,0.000002867054,0.0000130828,0.00001203071,0.000001610884,0.0008341376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001692071,"threshold_uncertainty_score":0.006580472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209677417684732,"score_gpt":0.3901219904869379,"score_spread":0.2691542487184647,"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."}}