{"id":"W4411118570","doi":"10.1007/978-3-031-90218-5_12","title":"Conclusions and Recommendations","year":2025,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in applied sciences and technology","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001623747,0.0002601504,0.0003733817,0.001176874,0.00008283186,0.00003902984,0.0003310507,0.0006595879,0.00003102749],"category_scores_gemma":[0.00003294121,0.0002673253,0.00002044215,0.000317846,0.001286868,0.00002809833,0.0005922929,0.0006538623,0.000004139372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006195378,"about_ca_system_score_gemma":0.00003438368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004617532,"about_ca_topic_score_gemma":0.000111224,"domain_scores_codex":[0.9989247,0.000001509546,0.000265464,0.0004481887,0.00009363216,0.0002665237],"domain_scores_gemma":[0.9995321,0.00008435476,0.00004746586,0.0002921716,0.00001394604,0.00002995612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[5.237225e-7,0.000001613016,0.00003732424,0.00003298588,0.00001128353,0.000004336965,0.00001381015,0.0000124921,0.00050526,0.9308745,0.0007510476,0.06775477],"study_design_scores_gemma":[0.0002626554,0.00003870643,0.00002689424,0.0003091761,0.00002793958,0.00002538833,0.0002157791,0.0008615394,0.001339809,0.5224486,0.4738739,0.0005695916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001327402,0.007637446,0.0001956769,0.003324476,0.000263013,0.0003827372,0.00001865441,0.001508277,0.9853423],"genre_scores_gemma":[0.9166107,0.02416187,0.02172972,0.0003038404,0.00007363909,0.0002417166,0.00001297144,0.0001031027,0.03676248],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9485798,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008751462988570666,"score_gpt":0.218860649801653,"score_spread":0.2101091868130824,"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."}}