{"id":"W3135092173","doi":"10.29173/iasl7445","title":"New Teacher-Librarians Rock","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Teacher Education and Assessments","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Context (archaeology); Professional development; Public relations; Identity (music); Psychology; Space (punctuation); Pedagogy; Sociology; Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003815822,0.0002719886,0.0005265165,0.001794404,0.01547633,0.01710848,0.001020151,0.002336686,0.05946408],"category_scores_gemma":[0.0109506,0.0005776139,0.0004427202,0.001804294,0.003373643,0.01151468,0.007678177,0.003644397,0.01805335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004413764,"about_ca_system_score_gemma":0.005895424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004636174,"about_ca_topic_score_gemma":0.01595355,"domain_scores_codex":[0.9920982,0.003543725,0.0004574256,0.0008505666,0.002022648,0.001027381],"domain_scores_gemma":[0.9863383,0.002421534,0.001211188,0.001175886,0.002590211,0.006262871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001513912,0.0005734369,0.04256941,0.0004595789,0.00002729262,0.00327954,0.4433729,0.00005920176,0.002443834,0.04333398,0.2517443,0.2119851],"study_design_scores_gemma":[0.000005825766,0.00004753259,0.003721019,0.00006859657,0.000005858594,0.001128255,0.1193005,0.00002778237,0.0003235941,0.0008229752,0.8745301,0.00001796142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.337595,0.009461585,0.006966047,0.09399838,0.003556932,0.0001651745,0.0004192724,0.001711629,0.5461259],"genre_scores_gemma":[0.4150712,0.002614483,0.003971044,0.01065367,0.000699912,0.00009627191,0.0003061459,0.0004497989,0.5661376],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05946408,"threshold_uncertainty_score":0.1989272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04600732226004248,"score_gpt":0.3485059736981897,"score_spread":0.3024986514381472,"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."}}