{"id":"W7095249561","doi":"","title":"Semantics of intervention effects, and more about topics Paul Hagstrom","year":2008,"lang":"en","type":"article","venue":"","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Focus (optics); Semantics (computer science); Interpretation (philosophy); Subject (documents)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000284598,0.00004971052,0.00008962381,0.00002014764,0.00002520876,0.000003387592,0.00003663978,0.0000325926,0.00001647272],"category_scores_gemma":[0.000007911459,0.00004876781,0.00002563423,0.00005246416,0.00002933678,0.00003847922,0.00001977001,0.00003726974,0.00001350145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009025807,"about_ca_system_score_gemma":0.000001400152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006495269,"about_ca_topic_score_gemma":0.00001844357,"domain_scores_codex":[0.9996858,0.000006199626,0.0001515958,0.00005166206,0.00004440287,0.00006035506],"domain_scores_gemma":[0.9998077,0.00001440968,0.00001834098,0.0001275809,0.0000147354,0.00001729183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002064923,0.0005516979,0.143473,0.006934111,0.0007222367,0.00005104779,0.01120551,0.01181526,0.4641563,0.03589861,0.08849133,0.2366803],"study_design_scores_gemma":[0.0009179828,0.0001416563,0.5153342,0.0003149223,0.00008740965,0.00009861812,0.0005262477,0.1166366,0.3258345,0.0007984616,0.03871515,0.0005941612],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452739,0.0003647839,0.05199656,0.00005696054,0.00008830905,0.0001478006,0.000001810002,0.0001062754,0.001963602],"genre_scores_gemma":[0.9978267,0.00003982617,0.001432119,0.000004158027,0.00002538122,0.00001166123,0.000003212961,0.000009368498,0.0006475897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3718613,"threshold_uncertainty_score":0.1988694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007422612246893314,"score_gpt":0.2183757687438942,"score_spread":0.2109531564970009,"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."}}