{"id":"W4400763553","doi":"10.1145/3641233.3664347","title":"Making of Chameleon Transformation FX in KFP4","year":2024,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"RealNetworks (Canada)","funders":"","keywords":"Transformation (genetics); 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":[],"consensus_categories":[],"category_scores_codex":[0.0007093347,0.000488568,0.0001877484,0.0005395668,0.002446387,0.002504073,0.0006250589,0.0007976848,0.02277944],"category_scores_gemma":[0.001547223,0.0003706391,0.000337673,0.0003237956,0.001164494,0.002347153,0.002602579,0.001222909,0.003823392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050117,"about_ca_system_score_gemma":0.001023187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004885345,"about_ca_topic_score_gemma":0.008924415,"domain_scores_codex":[0.9994819,0.00008406292,0.00001368802,0.0001014505,0.0001984029,0.0001205582],"domain_scores_gemma":[0.9997327,0.00005983971,0.00001129485,0.00007558332,0.00004833791,0.00007217936],"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":[0.0008872385,0.0003884847,0.005251441,0.0005944516,0.00004619509,0.008609319,0.04452922,0.01506271,0.1605787,0.2163937,0.08263467,0.4650239],"study_design_scores_gemma":[0.00005090501,0.000272153,0.00515088,0.0001309712,0.00003191195,0.002183317,0.01223197,0.02355167,0.07012964,0.01776218,0.868383,0.0001212906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3066801,0.0004739929,0.1892555,0.002720582,0.001041105,0.0005681002,0.000720216,0.007595688,0.4909447],"genre_scores_gemma":[0.7703975,0.000271287,0.08735272,0.0001910445,0.00005038896,0.0001168668,0.0007293458,0.001622589,0.1392681],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02277944,"threshold_uncertainty_score":0.07620478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137578648796717,"score_gpt":0.2337943248759677,"score_spread":0.220036459996296,"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."}}