{"id":"W4411342235","doi":"10.1007/978-3-031-89775-7_7","title":"Concluding Remarks on Hountondji’s Framework for the Study of Scientific Dependency","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Dependency (UML); Epistemology; Philosophy; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008647515,0.0002858695,0.0009572029,0.0005208575,0.0004314294,0.0002018993,0.0005766513,0.0002371793,0.003603689],"category_scores_gemma":[0.0001551807,0.0002353917,0.000483756,0.0001556257,0.00008826835,0.00005075697,0.0001719516,0.0002823644,0.0001141766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009433025,"about_ca_system_score_gemma":0.00003864016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005475538,"about_ca_topic_score_gemma":0.0007952338,"domain_scores_codex":[0.997855,0.000006504817,0.001095023,0.0007269819,0.00009768612,0.0002188132],"domain_scores_gemma":[0.9971386,0.0006428178,0.0008759219,0.001172115,0.0001325616,0.00003801809],"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":[0.00002026613,0.00005194777,0.0002151373,0.00006292531,0.0006234701,7.074879e-7,0.000167679,0.00002944121,1.398316e-7,0.9929327,0.00388454,0.002011022],"study_design_scores_gemma":[0.0003806117,0.0002845589,0.0001569684,0.0001972201,0.0001615019,4.324486e-7,0.0004330059,0.001165035,0.000002264434,0.4098509,0.5870022,0.0003652829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002808694,0.003211541,0.0147202,0.000257647,0.001780572,0.001652715,0.0003959449,0.00002955268,0.977671],"genre_scores_gemma":[0.1814065,0.00008403151,0.0004225899,0.00006507156,0.0001596052,0.00005879783,0.00002022172,0.00003665445,0.8177465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5831177,"threshold_uncertainty_score":0.9973072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06628568198113316,"score_gpt":0.2654633421286857,"score_spread":0.1991776601475526,"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."}}