{"id":"W7118122950","doi":"10.58742/bmj.v4i1.213","title":"Renaming the Problem: Why ‘Non-Recommended Journals’ Is Preferable To ‘Predatory’ in Academic Publishing","year":2025,"lang":"en","type":"article","venue":"Barw Medical Journal","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Constructive; Cognitive reframing; Exploit; Compromise; Terminology","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":["metaresearch","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.08895653,0.0004440678,0.0007818811,0.00314204,0.01297072,0.03876062,0.003884187,0.01693462,0.00698915],"category_scores_gemma":[0.2832114,0.0007747038,0.0008736378,0.004213348,0.06368024,0.03259844,0.008571247,0.01598803,0.00343611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156914,"about_ca_system_score_gemma":0.01183666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00481368,"about_ca_topic_score_gemma":0.006324803,"domain_scores_codex":[0.8362349,0.1127623,0.009102113,0.008100359,0.03072865,0.003071774],"domain_scores_gemma":[0.6585486,0.2484951,0.02106332,0.01759477,0.04509814,0.009200131],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001432219,0.00006845751,0.003759304,0.001160496,0.00006663575,0.0009846103,0.08982249,0.0001491615,0.0007897206,0.6451579,0.1940448,0.06385318],"study_design_scores_gemma":[0.00009615647,0.0001487458,0.003086847,0.00290079,0.00006488166,0.002248293,0.061442,0.0005369323,0.001392838,0.2370182,0.6908489,0.0002153565],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01648274,0.01190073,0.009174384,0.9019991,0.01305767,0.00007414752,0.00004295072,0.0002284861,0.04703975],"genre_scores_gemma":[0.5648256,0.01024905,0.01770789,0.3769001,0.01331841,0.0002250524,0.00004697668,0.0009665136,0.01576021],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9830654,"threshold_uncertainty_score":0.4704527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5591919613598079,"score_gpt":0.5994016658101877,"score_spread":0.04020970445037986,"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."}}