{"id":"W7047063051","doi":"","title":"Effectiveness of self-restoration for two small mine impacted shield lakes / by Kristian Haapa-aho. --","year":2003,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lakehead University","keywords":"Watershed; Shield; Sediment; Hydrology (agriculture); Manganese; Aeration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002607233,0.0001919583,0.0001761083,0.0002930276,0.001676942,0.0005915344,0.000578337,0.0003113277,0.00212056],"category_scores_gemma":[0.0004983534,0.0001429437,0.0002163703,0.0001819028,0.0005615344,0.0002565883,0.0009459399,0.0002404385,0.0002275965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632113,"about_ca_system_score_gemma":0.003049731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05303882,"about_ca_topic_score_gemma":0.2604166,"domain_scores_codex":[0.9998286,0.0000261318,0.00001015988,0.00002430969,0.00003930847,0.0000715218],"domain_scores_gemma":[0.9997234,0.00001581846,0.00005832351,0.00001805051,0.00006303768,0.0001213737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007911535,0.00356024,0.3997404,0.0006674804,0.0002121021,0.004815452,0.01140187,0.003223942,0.2646472,0.001090657,0.005409203,0.2973199],"study_design_scores_gemma":[0.0001426085,0.00389499,0.9363154,0.00005018152,0.0001046036,0.0005443863,0.01169358,0.002415841,0.03431426,0.0003143673,0.01017352,0.00003621312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998628,0.00004893703,0.00007686947,0.00006040077,0.000005175437,0.00003327863,0.00003884322,0.00001682655,0.001091757],"genre_scores_gemma":[0.996268,0.00006034825,0.0006657395,0.00002864354,0.000002528812,0.00002457498,0.0001335699,0.000004918025,0.002811765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05303882,"threshold_uncertainty_score":0.1054602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155795515439353,"score_gpt":0.2665494605993615,"score_spread":0.2509699090554262,"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."}}