{"id":"W4206462520","doi":"10.5206/elip.v4i1.13498","title":"Going Virtual Together","year":2021,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000350149,0.0001018828,0.00009813235,0.000162689,0.0006698726,0.0004807336,0.0001921672,0.00007248281,0.004467413],"category_scores_gemma":[0.001047237,0.0001137179,0.00007094089,0.0007267126,0.0001416789,0.01700768,0.00007332135,0.0002010896,0.0005100201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396734,"about_ca_system_score_gemma":0.0005886857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005421733,"about_ca_topic_score_gemma":0.00001085829,"domain_scores_codex":[0.998714,0.0002569121,0.0002394707,0.0001546805,0.0003904917,0.000244489],"domain_scores_gemma":[0.999167,0.0001946369,0.0001744185,0.0001844476,0.0001918326,0.00008769028],"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":[0.00002212009,0.00006134715,0.004642841,0.000006738235,0.00004016056,0.000001400882,0.4439758,0.0001040078,0.00008282937,0.5192938,0.006893383,0.0248756],"study_design_scores_gemma":[0.0001096291,0.00001312018,0.003039293,0.0000136187,0.000006957905,0.000002126999,0.2854547,0.00007767233,0.0008789412,0.003223967,0.707041,0.0001389823],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1132863,0.0004636389,0.001275723,0.01567571,0.0009315231,0.0001336368,0.000004363655,0.0003219408,0.8679072],"genre_scores_gemma":[0.9780805,0.0006279619,0.007320482,0.001125898,0.000705773,0.00002375863,0.00003846784,0.00001625144,0.01206092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8647942,"threshold_uncertainty_score":0.9967409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277697252495007,"score_gpt":0.3245284393868629,"score_spread":0.3117514668619128,"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."}}