{"id":"W4403992191","doi":"10.33137/cjal-rcbu.v10.41603","title":"Shifting Paradigms","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01513125,0.001066144,0.0009633129,0.005350034,0.01007282,0.01850323,0.003480919,0.005841351,0.02603831],"category_scores_gemma":[0.02004662,0.0004983701,0.001173025,0.005264711,0.04122632,0.0254918,0.01203667,0.008496291,0.006930137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01420901,"about_ca_system_score_gemma":0.007722615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006069569,"about_ca_topic_score_gemma":0.004601923,"domain_scores_codex":[0.9817122,0.007843146,0.0008633626,0.00445632,0.003603111,0.001521974],"domain_scores_gemma":[0.9866785,0.005496371,0.0009125043,0.002777416,0.002896572,0.00123861],"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":[0.000008433771,0.000007515514,0.000139792,0.00003456846,0.000003131039,0.00002409244,0.002578229,0.00003306559,0.0000308321,0.9862059,0.004187934,0.006746486],"study_design_scores_gemma":[0.000008933883,0.00001256523,0.0002194332,0.0002153859,0.000005353445,0.0001024773,0.004268986,0.000189857,0.00008270591,0.7042226,0.2906599,0.00001184311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009248095,0.01060946,0.0496457,0.07283679,0.003230264,0.0001426431,0.0003023547,0.0001870422,0.8537977],"genre_scores_gemma":[0.6921427,0.01686088,0.04748242,0.04894372,0.006519491,0.001265392,0.000824836,0.0008609176,0.1850996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02603831,"threshold_uncertainty_score":0.103094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281391694203619,"score_gpt":0.2247131746141949,"score_spread":0.196574005193833,"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."}}