{"id":"W4205723320","doi":"10.5206/elip.v4i1.14073","title":"ELIP 2021: Expanding Possibilities for Community","year":2021,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Library science; Sociology; Engineering ethics; Data science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0245788,0.000784611,0.0007173407,0.002543053,0.007613067,0.02355712,0.0033976,0.01107218,0.0414481],"category_scores_gemma":[0.04256063,0.000467441,0.0009354036,0.001745898,0.005781271,0.02802589,0.01810098,0.01550674,0.01053609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002979079,"about_ca_system_score_gemma":0.0104137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080781,"about_ca_topic_score_gemma":0.00314129,"domain_scores_codex":[0.9865184,0.005163298,0.0004985776,0.0007953252,0.005318876,0.00170545],"domain_scores_gemma":[0.9350445,0.0316678,0.00150396,0.002174944,0.01034976,0.01925903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003104809,0.00002884128,0.0001238921,0.0003015146,0.000006512386,0.0002088963,0.001868593,0.00002835926,0.0001114223,0.0333047,0.8857484,0.07823776],"study_design_scores_gemma":[0.000006557003,0.0000145296,0.0001002103,0.0001805757,0.000002727083,0.0000928942,0.001280505,0.00006238156,0.00006483749,0.008079275,0.9901051,0.000010424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00169371,0.01340446,0.005319605,0.7090647,0.2195425,0.00008349501,0.0001192065,0.0005955172,0.05017682],"genre_scores_gemma":[0.05545179,0.03160301,0.016206,0.3240733,0.398899,0.0004490759,0.0005756743,0.001428919,0.1713132],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0414481,"threshold_uncertainty_score":0.1386577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748871383140072,"score_gpt":0.3528982561524454,"score_spread":0.3254095423210446,"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."}}