{"id":"W3145123710","doi":"10.29173/iasl7766","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Underpinning; Context (archaeology); Reading (process); Key (lock); Curriculum; Literacy; Pedagogy; Computer science; Information literacy; Knowledge management; Sociology; Engineering; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0253643,0.0009993445,0.001407417,0.001855484,0.01613357,0.02883017,0.003162649,0.009015396,0.03845207],"category_scores_gemma":[0.04203683,0.000808236,0.001049845,0.001991763,0.03016572,0.0447952,0.0336449,0.01396384,0.01392575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00554167,"about_ca_system_score_gemma":0.02153605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002537828,"about_ca_topic_score_gemma":0.0016495,"domain_scores_codex":[0.9432331,0.02594423,0.002964419,0.008401129,0.01260686,0.006850174],"domain_scores_gemma":[0.9319881,0.02162414,0.004336574,0.0095458,0.0112118,0.02129362],"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":[0.00008293553,0.0001271325,0.002734743,0.001193197,0.0001342802,0.0007508076,0.03744959,0.0003382408,0.001134605,0.6702006,0.1613683,0.1244855],"study_design_scores_gemma":[0.00001376978,0.00006630398,0.0007866613,0.001116969,0.00002627313,0.0007298622,0.01755727,0.0001169805,0.000307062,0.2333449,0.7458812,0.00005283442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01015569,0.01838045,0.05090939,0.3419178,0.009104368,0.0003390329,0.0002167975,0.0009580456,0.5680184],"genre_scores_gemma":[0.7140071,0.02148544,0.02931252,0.09138624,0.005596796,0.0006436324,0.0003433881,0.0009053834,0.1363195],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03845207,"threshold_uncertainty_score":0.1341408,"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."}}