{"id":"W2133837015","doi":"10.1177/1087057103257213","title":"Invited Perspective: Screening in Academe: A Perspective on Implementation of University-Based Small Molecule Screening","year":2003,"lang":"en","type":"article","venue":"SLAS DISCOVERY","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Canada Research Chairs; McMaster University","keywords":"Perspective (graphical); Small molecule; Computer science; Computational biology; Sociology; Chemistry; Biology; Artificial intelligence; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01621499,0.00109785,0.0009172877,0.0007911767,0.005829895,0.01005435,0.003274055,0.0525371,0.02412746],"category_scores_gemma":[0.02264533,0.0006698259,0.001822807,0.0009170657,0.003226069,0.006206393,0.003629787,0.02808205,0.004916628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005385173,"about_ca_system_score_gemma":0.01858994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008215305,"about_ca_topic_score_gemma":0.0167316,"domain_scores_codex":[0.9903578,0.003213386,0.0006251474,0.001161135,0.002783289,0.00185929],"domain_scores_gemma":[0.9710861,0.008472047,0.001050855,0.0005987599,0.007979461,0.01081264],"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":[0.0002188849,0.000191214,0.0009384931,0.0002053347,0.000040668,0.0007285205,0.0005254457,0.0005299607,0.001117852,0.01842043,0.9468607,0.0302226],"study_design_scores_gemma":[0.0001139954,0.000143677,0.001365073,0.0001730478,0.00004563766,0.0003229512,0.001608768,0.0005861009,0.0009127376,0.01375594,0.9808664,0.000105675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007683828,0.002346504,0.00183766,0.9603271,0.02859142,0.00005909472,0.00008893183,0.00007970255,0.005901216],"genre_scores_gemma":[0.01863266,0.003122794,0.003474804,0.9170625,0.03183847,0.0001294356,0.00008179141,0.0000914608,0.0255661],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0525371,"threshold_uncertainty_score":0.0857541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188105171240375,"score_gpt":0.310703521569789,"score_spread":0.2888224698573853,"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."}}