{"id":"W3140690485","doi":"10.29173/iasl7758","title":"Fearless, playful and connected","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Class (philosophy); The Internet; Professional development; Web 2.0; World Wide Web; Sociology; Psychology; Pedagogy; Mathematics education; Computer science; Multimedia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009931831,0.0001599852,0.0001867642,0.00005762062,0.0001333729,0.0008681769,0.0005665438,0.00008545278,0.00008671587],"category_scores_gemma":[0.00005287424,0.0001490147,0.00002839731,0.0004066664,0.00005926241,0.002326872,0.0005139668,0.0001632447,0.00004520122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006392186,"about_ca_system_score_gemma":0.0001611123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002412132,"about_ca_topic_score_gemma":0.000007713244,"domain_scores_codex":[0.9988043,0.00001146611,0.0001680466,0.0005081549,0.0002130121,0.0002949887],"domain_scores_gemma":[0.9990482,0.00003978391,0.00006989063,0.0001390715,0.0005401067,0.0001629483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003801368,0.0001878538,0.0504063,0.0003439681,0.00008399814,0.0001625665,0.1952975,7.249064e-7,0.00631522,0.6962597,0.01145755,0.03944659],"study_design_scores_gemma":[0.00385958,0.0008905618,0.4199991,0.0007341781,0.00007099903,0.001356819,0.1120781,0.04425479,0.1006548,0.126985,0.1856126,0.003503416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834995,0.0003594285,0.00208688,0.005339708,0.0001432982,0.0000814486,0.00000996217,0.0003000343,0.00817973],"genre_scores_gemma":[0.9917117,0.00005347063,0.005892986,0.001213559,0.00007179566,0.000007980311,0.000004560659,0.000007645704,0.001036304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5692748,"threshold_uncertainty_score":0.837185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153921026687472,"score_gpt":0.2094032022847629,"score_spread":0.1978639920178882,"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."}}