{"id":"W3142368560","doi":"10.29173/iasl7844","title":"SL@Bibli8 What did we do for ISLM 2012","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guitar; Moderation; Event (particle physics); Psychology; Musical; Mathematics education; Medical education; Medicine; Visual arts; Social psychology; Art; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005519714,0.0001500167,0.0001823243,0.0001055567,0.0006509614,0.002559489,0.0004350342,0.0001475093,0.0008696552],"category_scores_gemma":[0.0003567816,0.0001423011,0.00009039392,0.0008296033,0.000286794,0.01206606,0.00007679453,0.0001325027,0.00009479564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002819482,"about_ca_system_score_gemma":0.0008780251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003970114,"about_ca_topic_score_gemma":0.00006977762,"domain_scores_codex":[0.9982657,0.00002040929,0.0002362001,0.0004650793,0.0004921984,0.0005203585],"domain_scores_gemma":[0.9984669,0.00008505616,0.0001190506,0.00008649644,0.0009937406,0.0002487604],"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":[0.00005644682,0.0001808248,0.006891294,0.0001097574,0.00002392914,0.0000087955,0.5262804,3.698746e-7,0.002049204,0.3109197,0.09259128,0.06088799],"study_design_scores_gemma":[0.000244503,0.0001410845,0.001093079,0.0001405331,0.00001441674,0.000004355323,0.468612,0.00004956602,0.003914324,0.04061282,0.484857,0.0003162728],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8562481,0.001641954,0.0006370113,0.08955316,0.001618561,0.0007605763,0.0000684745,0.0003005111,0.04917165],"genre_scores_gemma":[0.9773784,0.001449143,0.00110687,0.001109363,0.0005034354,0.00005161936,0.00001492838,0.00001024241,0.01837601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922658,"threshold_uncertainty_score":0.998476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05537124126733466,"score_gpt":0.3288130467918154,"score_spread":0.2734418055244808,"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."}}