{"id":"W2079652488","doi":"10.2166/wst.2006.323","title":"The CatchMod toolbox: easy and guided access to ICT tools for Water Framework Directive implementation","year":2006,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Environmental Science and Water Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Toolbox; Directive; Computer science; Information and Communications Technology; World Wide Web; Workflow; Knowledge management; Engineering management; Data science; Software engineering; Engineering; Database","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191993,0.001200928,0.0006067589,0.003046094,0.0007698316,0.003037691,0.002408427,0.001234641,0.1012381],"category_scores_gemma":[0.01064528,0.0009435649,0.0005989675,0.001432754,0.0006952387,0.005057742,0.005969232,0.0009970265,0.0373716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007822001,"about_ca_system_score_gemma":0.0020914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002421761,"about_ca_topic_score_gemma":0.005047655,"domain_scores_codex":[0.9986148,0.0003131811,0.0001572887,0.0002363983,0.000513817,0.0001645897],"domain_scores_gemma":[0.9928182,0.003192031,0.0004479749,0.001904032,0.0009066411,0.0007311236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006862283,0.0004747285,0.002481322,0.000670658,0.00003486534,0.0009249363,0.003057814,0.001467427,0.01100883,0.009959186,0.4075761,0.5616578],"study_design_scores_gemma":[0.0002855264,0.0001585903,0.00499847,0.0003366492,0.00002921493,0.0007447759,0.0008802675,0.006928325,0.009319155,0.007318819,0.9688052,0.0001950306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.03152456,0.000959376,0.2998125,0.002180046,0.0004001063,0.003422369,0.02105611,0.4144385,0.2262066],"genre_scores_gemma":[0.1300099,0.001712711,0.5490591,0.001199989,0.0003489457,0.004624648,0.03552371,0.06172798,0.215793],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1012381,"threshold_uncertainty_score":0.3386751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419643907092192,"score_gpt":0.2900223840477633,"score_spread":0.2758259449768414,"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."}}