{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002694835,0.0007326636,0.0008482101,0.002119357,0.003999983,0.008279962,0.001505364,0.00452313,0.3982095],"category_scores_gemma":[0.01656673,0.0003758137,0.000937316,0.001238967,0.00120764,0.006841091,0.004408458,0.004525384,0.3104418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005316137,"about_ca_system_score_gemma":0.004236314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573879,"about_ca_topic_score_gemma":0.01129333,"domain_scores_codex":[0.9977144,0.0004819076,0.0001333346,0.0003537418,0.0008546758,0.0004619089],"domain_scores_gemma":[0.9824573,0.0004172444,0.0005939067,0.0003759773,0.00439868,0.01175675],"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":[0.00003346565,0.00004483934,0.0004246463,0.0001758819,0.000003567715,0.000113067,0.0001943692,0.000007973973,0.0001176448,0.0003447935,0.9578434,0.04069627],"study_design_scores_gemma":[0.000009699819,0.00002714186,0.000703189,0.0002553186,0.000002402502,0.0001525112,0.000694069,0.00001362543,0.00007971055,0.0001665225,0.997878,0.00001787069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007167361,0.01147299,0.003465655,0.5423899,0.1076818,0.001390408,0.009542215,0.01237125,0.3045185],"genre_scores_gemma":[0.02550356,0.006894452,0.008897094,0.1390547,0.0245325,0.001507811,0.006012065,0.004334448,0.7832633],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3982095,"threshold_uncertainty_score":0.8583812,"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."}}