{"id":"W7132862461","doi":"","title":"Constructing the future professional:Survival, adaptability and change in the library and information profession","year":2022,"lang":"en","type":"article","venue":"Charles Sturt University Research Output (CRO)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Theme (computing); Presentation (obstetrics); Adaptability; Reading (process); Information system; Information technology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01467911,0.0002192248,0.000359048,0.002116267,0.01516616,0.01647867,0.001237505,0.002893195,0.004767872],"category_scores_gemma":[0.01794742,0.000289453,0.0002836342,0.001420162,0.03869731,0.01421257,0.01485386,0.003460787,0.0009911011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006141546,"about_ca_system_score_gemma":0.0140807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008916043,"about_ca_topic_score_gemma":0.01058342,"domain_scores_codex":[0.9884809,0.008037916,0.0002043421,0.0005605174,0.001132915,0.001583401],"domain_scores_gemma":[0.9852315,0.005433389,0.001120447,0.0009771686,0.001319044,0.005918391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004272912,0.00008907331,0.006949483,0.00008741215,0.000007536495,0.0004384926,0.6519666,0.0001898092,0.0002964391,0.265387,0.009762581,0.06478286],"study_design_scores_gemma":[0.00001599478,0.000121674,0.009262036,0.0002879733,0.000008921396,0.0005271215,0.5093273,0.0006751567,0.000252676,0.1798143,0.2996566,0.00005025252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3951066,0.003701037,0.01246972,0.1362944,0.0006504798,0.00008483342,0.00002766065,0.0001668789,0.4514984],"genre_scores_gemma":[0.979749,0.0008062681,0.001829118,0.001689139,0.000112464,0.00003912223,0.00001273888,0.00003804629,0.01572409],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9848338,"threshold_uncertainty_score":0.07763147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06271546252404724,"score_gpt":0.3262922545359521,"score_spread":0.2635767920119049,"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."}}