{"id":"W1504405188","doi":"10.1017/cbo9780511546020.007","title":"Research on New Applications","year":2001,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Dalhousie University","funders":"","keywords":"Computer science","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":[0.006377104,0.0009281818,0.0006768929,0.002466444,0.001812617,0.009310761,0.002538565,0.003258792,0.08069959],"category_scores_gemma":[0.01022585,0.0004751624,0.0007747525,0.003361786,0.003507935,0.01621101,0.003218106,0.004911414,0.02852194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003900716,"about_ca_system_score_gemma":0.004075956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188796,"about_ca_topic_score_gemma":0.002650799,"domain_scores_codex":[0.9964734,0.0009687248,0.000210382,0.0007490814,0.001246196,0.0003522422],"domain_scores_gemma":[0.992824,0.001931847,0.0002049442,0.001348532,0.002921223,0.000769507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004446634,0.0001203002,0.0005591449,0.0006377135,0.00001248225,0.0001642871,0.001414183,0.0002817994,0.001445046,0.4270037,0.1362036,0.4321132],"study_design_scores_gemma":[0.000004604165,0.00002665786,0.0001984195,0.000326792,0.000004848469,0.0001774499,0.0003985309,0.0001630683,0.0002880521,0.03917105,0.9592335,0.000007076906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004656278,0.09938305,0.01725135,0.05423053,0.009338987,0.0001321075,0.0002101206,0.0004073799,0.8143902],"genre_scores_gemma":[0.06561898,0.1917612,0.04120728,0.0274591,0.008374834,0.0003393648,0.0007616778,0.0009094077,0.6635681],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08069959,"threshold_uncertainty_score":0.269967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08123352163825098,"score_gpt":0.2688763533873066,"score_spread":0.1876428317490556,"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."}}