{"id":"W4243540455","doi":"10.1201/b15568-20","title":"Further Readings","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005899281,0.001187686,0.0009609386,0.003484024,0.001713205,0.003851642,0.00130187,0.001441049,0.4856134],"category_scores_gemma":[0.003284453,0.0003414394,0.0008300308,0.002869339,0.0007748983,0.003804115,0.001573353,0.002129232,0.3032269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484639,"about_ca_system_score_gemma":0.001711849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006064942,"about_ca_topic_score_gemma":0.01216514,"domain_scores_codex":[0.9993205,0.00005690796,0.00002974639,0.0001278654,0.00040923,0.0000557747],"domain_scores_gemma":[0.9985048,0.0002300821,0.00005875859,0.0001115998,0.000899884,0.000194852],"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":[0.00000697554,0.00001243648,0.00003442613,0.0001149191,0.00000106793,0.00002566644,0.00007234378,0.00002047765,0.00009241112,0.003853132,0.9568344,0.03893179],"study_design_scores_gemma":[8.868028e-7,0.000003405898,0.000084989,0.00009448101,7.42214e-7,0.00002926056,0.00004824596,0.000006746206,0.00002520937,0.0009286213,0.9987754,0.000001988229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003787803,0.02572712,0.001644083,0.01496525,0.03295635,0.0001438251,0.003200963,0.0008519168,0.9201317],"genre_scores_gemma":[0.001585669,0.01209785,0.00102621,0.002667172,0.005089002,0.0000448697,0.001615307,0.0003837764,0.9754902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5143865,"threshold_uncertainty_score":0.73371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261074755452428,"score_gpt":0.2307551856003776,"score_spread":0.2081444380458534,"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."}}