{"id":"W4411616485","doi":"10.51847/8gpew9w","title":"10.51847/8GPew9w","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexural strength; Compressive strength; Materials science; Nano-; Titanium; Composite material; Metallurgy","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":[0.0000532733,0.0001132188,0.0001102547,0.0000433306,0.00002526115,0.0000242345,0.0001769852,0.00005061397,0.9559689],"category_scores_gemma":[0.00001554996,0.0001260331,0.00002795135,0.0001294269,0.00001164125,0.0001302536,0.00001874036,0.00009706863,0.9437161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005017222,"about_ca_system_score_gemma":0.000003606984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006673361,"about_ca_topic_score_gemma":8.925677e-8,"domain_scores_codex":[0.999459,0.000007820467,0.0001042927,0.0001105836,0.00008914952,0.0002291697],"domain_scores_gemma":[0.9996145,0.00002136727,0.000005278791,0.0002575428,0.00001249647,0.00008875008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006551559,0.000006419547,1.184265e-7,0.000006263928,0.000007797709,0.000003442425,0.00001726164,0.01660646,0.0006832815,0.00000236787,0.07470226,0.9079578],"study_design_scores_gemma":[0.00004491097,0.00002169959,0.000009496142,0.00001232271,0.000003214991,0.000002794389,1.855377e-7,0.002314428,0.001089686,0.00002304919,0.9963215,0.000156734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001223997,0.00006993869,0.0001207149,0.00005734688,0.000002558232,0.0001099238,0.00001038949,0.002473315,0.9959318],"genre_scores_gemma":[0.001045108,0.000001019832,0.007338822,0.00002641957,0.00005016082,0.00001777855,0.000005205597,0.0000500125,0.9914654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9216192,"threshold_uncertainty_score":0.5139483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00481490117141171,"score_gpt":0.1808232205509353,"score_spread":0.1760083193795236,"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."}}