{"id":"W6958228855","doi":"10.6084/m9.figshare.13670719.v1","title":"Library consortia: scale, opportunity, challenge","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Work (physics); Key (lock); Product (mathematics)","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06468195,0.0005099659,0.0005695305,0.002971818,0.01709142,0.04386324,0.003506275,0.00745994,0.03084979],"category_scores_gemma":[0.07117417,0.0005729601,0.0008138159,0.004036281,0.01534686,0.030036,0.02423719,0.008900819,0.00575001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01144189,"about_ca_system_score_gemma":0.02850956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00609554,"about_ca_topic_score_gemma":0.0106589,"domain_scores_codex":[0.9450031,0.03073665,0.001583579,0.002606877,0.01365104,0.006418783],"domain_scores_gemma":[0.9186375,0.03196178,0.004642135,0.004034177,0.01161882,0.0291056],"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":[0.00007059168,0.0001175317,0.003742184,0.0002975714,0.00001818832,0.0006186849,0.01314767,0.0003127589,0.0004180343,0.6256619,0.2221349,0.13346],"study_design_scores_gemma":[0.0000551777,0.0001431592,0.002553197,0.0005355185,0.0000104378,0.0005929006,0.03771306,0.0008101352,0.0001653036,0.1584619,0.7988717,0.00008749104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02151676,0.008936795,0.01374237,0.6843391,0.004885012,0.0002703208,0.0001452816,0.0007765555,0.2653877],"genre_scores_gemma":[0.7717715,0.01075683,0.01863609,0.0505649,0.00683191,0.0008462668,0.0003479187,0.0005214795,0.1397231],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9561368,"threshold_uncertainty_score":0.3420749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037789008362213,"score_gpt":0.3302258286663941,"score_spread":0.2264469278301727,"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."}}