{"id":"W2143082294","doi":"10.1093/jxb/erp043","title":"Known knowns, known unknowns, unknown unknowns and the propagation of scientific enquiry","year":2009,"lang":"en","type":"letter","venue":"Journal of Experimental Botany","topic":"Photosynthetic Processes and Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","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":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2686552,0.001547005,0.002796612,0.009880051,0.02283661,0.03637608,0.005188123,0.02226778,0.008906703],"category_scores_gemma":[0.3802266,0.002552569,0.002117957,0.004874039,0.1785287,0.09478989,0.03918677,0.04524711,0.001911701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0218389,"about_ca_system_score_gemma":0.02346241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005280347,"about_ca_topic_score_gemma":0.004297478,"domain_scores_codex":[0.7341981,0.2049499,0.01013038,0.01643815,0.02845072,0.00583279],"domain_scores_gemma":[0.3749963,0.5366227,0.02207914,0.02642255,0.02826235,0.01161696],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007243672,0.00002480035,0.000749339,0.000574359,0.00005872491,0.0002832104,0.07022215,0.000182567,0.0001242943,0.8668616,0.03624645,0.02460008],"study_design_scores_gemma":[0.00005005959,0.00004453903,0.0002142057,0.001312779,0.00001762328,0.0001974883,0.01936067,0.0002832937,0.0001178219,0.7574049,0.2208999,0.00009676829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005708023,0.09814768,0.02907657,0.805312,0.01726802,0.0001044547,0.00008693474,0.0002077126,0.04408857],"genre_scores_gemma":[0.512629,0.07635257,0.0379335,0.3177741,0.02760923,0.0007443585,0.0002237822,0.000888032,0.02584547],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9771634,"threshold_uncertainty_score":0.9018784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009892636885006323,"score_gpt":0.252043204847013,"score_spread":0.2421505679620067,"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."}}