{"id":"W7115968985","doi":"10.64000/hsdpk-8cm70","title":"Highlights of a very busy year: our 2025 annual report","year":2025,"lang":"","type":"article","venue":"","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Annual report; Quarter (Canadian coin); Position (finance); Transformational leadership; Position paper","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":[0.01032541,0.001397572,0.0006637502,0.002428433,0.003288364,0.01286933,0.001692849,0.004175674,0.0632287],"category_scores_gemma":[0.0175689,0.0004174125,0.0009856466,0.001793774,0.0007170506,0.004526371,0.005112805,0.004772819,0.04169142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003869755,"about_ca_system_score_gemma":0.022223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01626198,"about_ca_topic_score_gemma":0.02601328,"domain_scores_codex":[0.99347,0.0006679443,0.0004080967,0.0002526536,0.003740453,0.001460897],"domain_scores_gemma":[0.9768556,0.001012653,0.001225571,0.000353409,0.008916949,0.01163585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002373627,0.00002088927,0.0004338328,0.00008956497,0.000003709052,0.00003852156,0.00002563326,0.00002757708,0.00004506978,0.0005142602,0.9879699,0.01080725],"study_design_scores_gemma":[0.000009128788,0.00004597299,0.003609761,0.0003123698,0.000009791986,0.00005941341,0.0004122775,0.00006163975,0.0001078379,0.0004937387,0.994849,0.00002897573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.006914561,0.02520227,0.003344191,0.393777,0.3987108,0.0007244121,0.03500433,0.002237804,0.1340847],"genre_scores_gemma":[0.08891296,0.0564799,0.01024803,0.1889199,0.1506767,0.002749823,0.0922607,0.002650772,0.4071012],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0632287,"threshold_uncertainty_score":0.2115211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0428936523966171,"score_gpt":0.4022047410798829,"score_spread":0.3593110886832658,"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."}}