{"id":"W2204837172","doi":"10.1038/525321c","title":"Mining shell waste will not be easy","year":2015,"lang":"en","type":"letter","venue":"Nature","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Shell (structure); Environmental science; Waste management; Engineering; Civil engineering","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":[0.00452636,0.001052946,0.001285124,0.0005087352,0.007933091,0.005796393,0.002304361,0.1245556,0.007585521],"category_scores_gemma":[0.02125571,0.001180176,0.001771236,0.0004556181,0.005528541,0.004835624,0.003793109,0.0839691,0.00523674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004614454,"about_ca_system_score_gemma":0.008069778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01152284,"about_ca_topic_score_gemma":0.03635543,"domain_scores_codex":[0.9962714,0.0005655724,0.0004053102,0.000545049,0.001447673,0.0007649903],"domain_scores_gemma":[0.993376,0.002627383,0.0005519291,0.0002972865,0.001193694,0.001953767],"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":[0.0000922926,0.00009121824,0.001094763,0.00006446891,0.00004103364,0.002399183,0.0003041574,0.0001255947,0.0006797859,0.006917623,0.9751986,0.01299136],"study_design_scores_gemma":[0.00009248627,0.0001179614,0.001599037,0.0002705848,0.00004347923,0.001423226,0.0008648902,0.0003665704,0.0004066145,0.01587515,0.9788521,0.00008790519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005509467,0.0008751203,0.000130961,0.9781486,0.01748968,0.00001090831,0.00002006604,0.00002401639,0.002749722],"genre_scores_gemma":[0.002142312,0.0005076962,0.0001581861,0.9740973,0.01124257,0.00001673178,0.00001041314,0.00001114503,0.01181374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1245556,"threshold_uncertainty_score":0.03348041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246736612440719,"score_gpt":0.2365608714671606,"score_spread":0.2118872102230887,"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."}}