{"id":"W2234216517","doi":"","title":"Chameleons embracing change: Considering the image of the teacher librarian","year":2011,"lang":"en","type":"article","venue":"ACCESS Access to science business innovation in digital economy","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stereotype (UML); Media studies; Image (mathematics); Sociology; Pedagogy; Visual arts; Art; Psychology; Computer science; Social psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007769111,0.0003669266,0.0003888035,0.002063086,0.03112336,0.02473008,0.001943042,0.008210528,0.007388098],"category_scores_gemma":[0.01171948,0.0003392753,0.0004381909,0.001480099,0.045962,0.01665885,0.01035548,0.01076459,0.001000897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01426378,"about_ca_system_score_gemma":0.00636266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02365919,"about_ca_topic_score_gemma":0.0423975,"domain_scores_codex":[0.9879046,0.008631287,0.000108358,0.000385673,0.001289314,0.001680848],"domain_scores_gemma":[0.9928879,0.003447224,0.0004748213,0.0002707004,0.0008720011,0.002047291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004062972,0.00003619822,0.001686347,0.00004953167,0.000006010479,0.001431604,0.8100108,0.00005927668,0.0002716317,0.1564446,0.01864898,0.01131437],"study_design_scores_gemma":[0.000008757208,0.00002824382,0.0007463321,0.0000808992,0.000005313628,0.0004287719,0.814873,0.0001108121,0.000191064,0.01964843,0.1638596,0.00001867643],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.203295,0.004104717,0.003408008,0.406574,0.001726969,0.00003683434,0.00002255591,0.00008199418,0.3807498],"genre_scores_gemma":[0.967834,0.0009461676,0.0004336029,0.0141389,0.0003666366,0.00001847844,0.000006890931,0.00006659015,0.01618871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03112336,"threshold_uncertainty_score":0.1034914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022544313247868,"score_gpt":0.3305666814963353,"score_spread":0.2283122501715485,"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."}}