{"id":"W1573417683","doi":"10.18438/b8rk6q","title":"Librarians View Instruction as Integral to Their Professional Identities","year":2011,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Professional development; Variety (cybernetics); Medical education; Psychology; Instructional design; Task (project management); Work (physics); Computer science; Mathematics education; Pedagogy; Medicine; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.000824775,0.0001469507,0.0001272269,0.0003456876,0.000786758,0.001080731,0.0004378248,0.0001037938,0.003648381],"category_scores_gemma":[0.001356775,0.0001205178,0.00004883585,0.0009477195,0.0002006485,0.7749813,0.0001347421,0.0002219462,0.0006144576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001441292,"about_ca_system_score_gemma":0.000770687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007116684,"about_ca_topic_score_gemma":1.080083e-7,"domain_scores_codex":[0.9982281,0.0003744343,0.0005180431,0.0001496217,0.0004577065,0.0002721353],"domain_scores_gemma":[0.9985213,0.0005529661,0.0003230652,0.0002036285,0.00009905014,0.0002999537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001991427,0.00002352788,0.0005887892,0.00003432201,0.000005609436,9.978219e-7,0.02231165,0.000002957603,0.000003333531,0.9448059,0.005015917,0.02700782],"study_design_scores_gemma":[0.0001661659,0.0001445436,0.004892563,0.0002633396,0.000007377274,0.00001160029,0.0294438,0.0001466303,0.0007598219,0.004303115,0.959668,0.0001930883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.07729608,0.0005416986,0.002885278,0.3082388,0.003433283,0.00174306,0.00004531394,0.0009191322,0.6048974],"genre_scores_gemma":[0.3317754,0.002922753,0.02016287,0.6371086,0.0004907395,0.0001467573,0.0001101083,0.0000187033,0.007264089],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.954652,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871827550648292,"score_gpt":0.2914378504647515,"score_spread":0.2627195749582685,"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."}}