{"id":"W2017984221","doi":"10.12688/f1000research.2-254.v1","title":"Are we divorced from the species we study?","year":2013,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Feeling; Open peer review; Plant biology; Biology; Physiology; Ecology; Zoology; Evolutionary biology; Psychology; Social psychology; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008422351,0.0003559694,0.0004162492,0.0001112954,0.0004500969,0.0002325431,0.001591644,0.0005746173,0.008093975],"category_scores_gemma":[0.0004533553,0.0002134803,0.0001655025,0.0002185543,0.0005340327,0.00007566642,0.002905447,0.002256093,0.003743989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122358,"about_ca_system_score_gemma":0.0000972407,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113247,"about_ca_topic_score_gemma":0.002541864,"domain_scores_codex":[0.9962544,0.001142157,0.0003664084,0.0009474349,0.0007205895,0.0005689437],"domain_scores_gemma":[0.9972576,0.0005101868,0.0002208912,0.0016078,0.0002972171,0.0001062855],"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":[0.0007346637,0.001219287,0.1888568,0.000306986,0.002025541,0.0001521215,0.007868685,0.0007630945,0.006934684,0.005679291,0.7444771,0.04098171],"study_design_scores_gemma":[0.0005374177,0.0001866578,0.3482154,0.0001991152,0.00008182295,0.00000285064,0.007509063,0.0001698842,0.0026019,0.05966726,0.5802188,0.0006098108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153336,0.007506214,0.00002191589,0.05959982,0.002784282,0.002135773,0.0002095381,0.0003280851,0.01208082],"genre_scores_gemma":[0.9426886,0.003041369,0.00005401324,0.0001924924,0.004100174,0.0003924682,0.0002367247,0.0000541395,0.04923996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642583,"threshold_uncertainty_score":0.9970317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366737308731441,"score_gpt":0.3376262666005169,"score_spread":0.2009525357273728,"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."}}