{"id":"W7049150072","doi":"","title":"“A new method for determining condensed and uncondensed structures in lignin”","year":2022,"lang":"en","type":"dissertation","venue":"Research Commons (University of Waikato)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lignin; Softwood; Pulp (tooth); Ether; Boron; Sorption; Solvophobic; Propane","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":[],"consensus_categories":[],"category_scores_codex":[0.001271451,0.001200332,0.0004014751,0.002392229,0.0009569948,0.0007852284,0.00153263,0.001357546,0.007427723],"category_scores_gemma":[0.0009026002,0.0007448863,0.0008805492,0.0009166355,0.00119395,0.002106892,0.0009912249,0.003219777,0.004947753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006178157,"about_ca_system_score_gemma":0.00117496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006961043,"about_ca_topic_score_gemma":0.001948416,"domain_scores_codex":[0.9985076,0.0002229269,0.00008113303,0.0004459881,0.0006418736,0.0001005418],"domain_scores_gemma":[0.9993497,0.000152222,0.00009300935,0.0001183792,0.000230369,0.00005626828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001204675,0.0001210075,0.0004764428,0.0005954258,0.00004870486,0.0002125915,0.000248293,0.0003134799,0.8615341,0.009258172,0.006800618,0.1202707],"study_design_scores_gemma":[0.00003580914,0.0003046515,0.001090521,0.0001254918,0.00005564671,0.000893882,0.00007786034,0.003042748,0.8013602,0.002252948,0.1906703,0.00008991066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02823009,0.01034766,0.9263989,0.00171285,0.003506656,0.0006801565,0.000996956,0.002633351,0.02549325],"genre_scores_gemma":[0.0831022,0.01230422,0.8079151,0.00241268,0.0006232872,0.001727393,0.002227394,0.0007230547,0.08896474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007427723,"threshold_uncertainty_score":0.02484822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03785115462933557,"score_gpt":0.3687113807473113,"score_spread":0.3308602261179757,"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."}}