{"id":"W100313787","doi":"","title":"Online Material Selection.","year":2004,"lang":"en","type":"article","venue":"Teacher librarian","topic":"Material Selection and Properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Computer science; Psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001300433,0.0001394077,0.0001434973,0.00005517799,0.0001662515,0.0002762256,0.0001979127,0.0000941745,0.02068237],"category_scores_gemma":[0.00001987569,0.0001147421,0.00003516575,0.0001393552,0.00005621457,0.0005066848,0.00005537003,0.00009029964,0.0007855812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004849506,"about_ca_system_score_gemma":0.0000921294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005203203,"about_ca_topic_score_gemma":0.00005109642,"domain_scores_codex":[0.9990509,0.00007727815,0.0002123018,0.0002461892,0.0001447171,0.0002685887],"domain_scores_gemma":[0.9996716,0.000004124495,0.00005418092,0.0001512271,0.00002185094,0.000096979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009507732,0.0001929466,0.0001658808,0.00001200159,0.000005690497,0.000002693358,0.0003843769,0.00005544969,0.9912826,0.005346272,0.001976853,0.0004801145],"study_design_scores_gemma":[0.0006218078,0.0001467647,0.003276258,0.00001625261,0.000009956602,0.00003534251,0.00008199185,0.00001725961,0.906785,0.003689112,0.08505375,0.0002665622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890689,0.00002520964,0.0002827947,0.001220967,0.00130225,0.0001229337,0.00002618441,0.0006459543,0.007304767],"genre_scores_gemma":[0.9885001,0.000003910079,0.004736441,0.0005543896,0.001125057,0.00001423772,0.00003399652,0.00003102149,0.005000827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08449771,"threshold_uncertainty_score":0.9999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379042669227017,"score_gpt":0.2329973529660199,"score_spread":0.2092069262737498,"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."}}