{"id":"W4385593000","doi":"10.59962/9780774880176-001","title":"Foreword","year":2018,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005264251,0.001076404,0.0008512512,0.001480399,0.002372235,0.005151093,0.001593575,0.002333076,0.6964118],"category_scores_gemma":[0.003999231,0.0003073979,0.0006343276,0.00157205,0.0009201973,0.003994294,0.003505587,0.002864406,0.6501864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519453,"about_ca_system_score_gemma":0.001839572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058731,"about_ca_topic_score_gemma":0.004453791,"domain_scores_codex":[0.998971,0.0001389574,0.00006341221,0.0001890445,0.0004965872,0.0001410881],"domain_scores_gemma":[0.9985293,0.0001910578,0.00008508288,0.0001517962,0.0007245931,0.0003181977],"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":[0.00001344661,0.00001223841,0.00005874437,0.0001037821,0.000001599074,0.00006658412,0.0001088241,0.00001432555,0.0001150121,0.004301168,0.9533327,0.04187159],"study_design_scores_gemma":[0.000001711062,0.000005600948,0.00008793885,0.00006533627,5.865783e-7,0.00007544108,0.0001143666,0.000006934858,0.00002821588,0.0005534974,0.9990585,0.00000196262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000544037,0.005445284,0.001026891,0.01518148,0.04060221,0.000197356,0.001497297,0.0006513582,0.934854],"genre_scores_gemma":[0.002594739,0.002786438,0.0003818492,0.00598799,0.004839141,0.0000831153,0.001225384,0.0004221591,0.9816792],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3035882,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513965822956812,"score_gpt":0.1557946468299862,"score_spread":0.1406549886004181,"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."}}