{"id":"W2117978607","doi":"10.1016/j.marpolbul.2008.12.002","title":"Letter to the editor: Borja et al.’s (2008) “Overview of integrative tools and methods … worldwide” omits key elements","year":2009,"lang":"en","type":"letter","venue":"Marine Pollution Bulletin","topic":"Community Health and Development","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Key (lock); Political science; Computer science; Computer security","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005248681,0.0005888614,0.0009963671,0.0003749905,0.0007817536,0.00004119152,0.0006450815,0.0006206243,0.003164413],"category_scores_gemma":[0.001690211,0.0004028174,0.0001319421,0.0004154892,0.00008814064,0.00005533613,0.001297345,0.005386335,0.0005799514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004857854,"about_ca_system_score_gemma":0.0006636584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731203,"about_ca_topic_score_gemma":0.00127356,"domain_scores_codex":[0.9903001,0.005921616,0.001589681,0.0005483686,0.0006493609,0.0009908932],"domain_scores_gemma":[0.9952849,0.002271993,0.0008226242,0.001001818,0.0003921223,0.000226516],"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":[0.0000897778,0.00004109753,0.0002057014,0.0003331486,0.00005303183,0.000006287398,0.001234593,4.922724e-7,0.000002738061,0.0001608312,0.9452263,0.052646],"study_design_scores_gemma":[0.0007870998,0.0001409433,0.007924265,0.0008703524,0.00004296517,0.000002896772,0.0001663587,0.000003193678,0.00000580801,0.0002455859,0.98945,0.0003605673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003769174,0.0008579135,0.0009042044,0.9794392,0.004263703,0.002746023,0.0002693522,0.00007848743,0.0114034],"genre_scores_gemma":[0.00001844453,0.001410952,0.0283451,0.94473,0.006207223,0.0005037206,0.0005991905,0.00005710108,0.01812827],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05228543,"threshold_uncertainty_score":0.9998423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07550990717588023,"score_gpt":0.4378842172188731,"score_spread":0.3623743100429928,"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."}}