{"id":"W3126417844","doi":"10.29173/iasl7591","title":"Collaboration is the Key","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Underpinning; Information literacy; Value (mathematics); Key (lock); Set (abstract data type); Collaborative learning; Pedagogy; Process (computing); Knowledge management; Sociology; Computer science; Engineering","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03518004,0.0008618408,0.001831046,0.002033785,0.01799303,0.03533369,0.003975221,0.009968166,0.03574687],"category_scores_gemma":[0.05927211,0.0008557396,0.001114709,0.002407878,0.04745962,0.05601815,0.03329629,0.01455223,0.01081107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007265481,"about_ca_system_score_gemma":0.02808549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398712,"about_ca_topic_score_gemma":0.002809845,"domain_scores_codex":[0.9317411,0.03489013,0.002752092,0.00992113,0.01340973,0.007285848],"domain_scores_gemma":[0.8958179,0.03934027,0.006951544,0.01328459,0.01628311,0.02832254],"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":[0.00007972859,0.0001062747,0.002294093,0.001113044,0.0001228032,0.0005625967,0.05930551,0.0002896792,0.0006412253,0.7448708,0.09512718,0.09548704],"study_design_scores_gemma":[0.00001775498,0.00006384806,0.0006912836,0.001273058,0.00003043975,0.0003962033,0.03007602,0.0001107832,0.0002306076,0.3439076,0.6231541,0.00004842837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0122009,0.01903471,0.03392408,0.4759872,0.008459145,0.0002372281,0.0001819782,0.0005870119,0.4493877],"genre_scores_gemma":[0.8095671,0.01689716,0.01841159,0.0648842,0.004885199,0.0004759682,0.0001998162,0.0006144373,0.08406462],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9646663,"threshold_uncertainty_score":0.1860521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229287874577794,"score_gpt":0.2923649872324122,"score_spread":0.2694361997746327,"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."}}