{"id":"W7009750533","doi":"","title":"Faculty library satisfaction survey 2010/11","year":2011,"lang":"en","type":"other","venue":"Digital Archive @ University of South Florida (University of South Florida)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Survey data collection; Quarter (Canadian coin); Survey research; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002657345,0.000405563,0.0006872862,0.0009584582,0.0007065214,0.0001129766,0.001514693,0.0004024927,0.006981377],"category_scores_gemma":[0.00006506243,0.0005240042,0.0004453829,0.0008839687,0.002034082,0.008936263,0.0005927404,0.0003691514,0.0009174102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005696446,"about_ca_system_score_gemma":0.0006434788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01423249,"about_ca_topic_score_gemma":0.001457505,"domain_scores_codex":[0.9974526,0.00019314,0.0002858229,0.0005970017,0.000903534,0.0005679128],"domain_scores_gemma":[0.9976915,0.0001213708,0.001043133,0.0005169105,0.000148368,0.0004787629],"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":[0.0005004614,0.00009059635,0.3558885,0.0002321509,0.0003383592,0.00004698451,0.2164362,0.00001414136,0.000003119133,0.009829813,0.4129475,0.003672165],"study_design_scores_gemma":[0.001073397,0.0001280924,0.2504424,0.0002752877,0.00008704916,8.608072e-7,0.1007636,0.00003685142,0.000005236674,0.0004784137,0.6459054,0.0008034462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07195791,0.00004241435,0.004131604,0.0002344415,0.001576919,0.0008043241,0.02634133,0.000572396,0.8943387],"genre_scores_gemma":[0.2321839,0.0002458709,0.003149688,0.0001009114,0.0005047194,1.512969e-7,0.004563111,0.000179593,0.759072],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2329578,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838945736091227,"score_gpt":0.201479381628027,"score_spread":0.1730899242671147,"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."}}