{"id":"W2951329173","doi":"10.11647/obp.0162.16","title":"16. Joint Reflection on Twitter, Phenomenography and Learning Friendships","year":2019,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"Aristotle University of Thessaloniki; Higher Education Academy; University of Greenwich","keywords":"Phenomenography; Conversation; Social media; Style (visual arts); Section (typography); Field (mathematics); Psychology; Sociology; Pedagogy; Visual arts; Communication; Art; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002964346,0.0005732619,0.0003497986,0.001024045,0.005765866,0.01124341,0.0008385977,0.002186705,0.009374847],"category_scores_gemma":[0.00595912,0.0002593271,0.0003084063,0.001991322,0.01478685,0.01302461,0.005869736,0.003716834,0.002902691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004078438,"about_ca_system_score_gemma":0.002489519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002110955,"about_ca_topic_score_gemma":0.003166595,"domain_scores_codex":[0.9973267,0.001876794,0.00005330399,0.0001796565,0.000395731,0.0001677376],"domain_scores_gemma":[0.9964541,0.00275442,0.0001731228,0.0002466351,0.0001828505,0.0001889477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002004079,0.00003350408,0.0003160097,0.0002313313,0.00000666533,0.0003779832,0.3474973,0.0001899319,0.0003313907,0.5308942,0.07830922,0.04179257],"study_design_scores_gemma":[0.000004342919,0.00001380921,0.0003361184,0.0005349812,0.00000287125,0.0003605598,0.08804794,0.0001431021,0.0002825353,0.06323384,0.8470266,0.00001317111],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0271957,0.02447867,0.01283566,0.06210056,0.004127508,0.0001565986,0.0001408723,0.0002192161,0.8687453],"genre_scores_gemma":[0.3670502,0.02285999,0.005744488,0.009655101,0.00164237,0.0004039598,0.0001578507,0.0004889379,0.5919972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01124341,"threshold_uncertainty_score":0.031362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018220201655406,"score_gpt":0.3714413987223827,"score_spread":0.2696193785568421,"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."}}