{"id":"W2027161371","doi":"10.1002/adv.20053","title":"A generic controller for part surface temperature on a plastic injection molding machine","year":2006,"lang":"en","type":"article","venue":"Advances in Polymer Technology","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Setpoint; Materials science; Injection molding machine; Coolant; Mold; Molding (decorative); Mechanical engineering; Controller (irrigation); Temperature control; Composite material; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000505221,0.0001735147,0.0002089335,0.0002718898,0.0000871283,0.00001628206,0.0001028442,0.0001986642,0.00001439172],"category_scores_gemma":[0.00002746123,0.0001543081,0.00003435851,0.000437381,0.0000513126,0.0001331453,0.00001221296,0.0002333893,0.000005926898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006174158,"about_ca_system_score_gemma":0.000006949101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002311772,"about_ca_topic_score_gemma":0.00006889494,"domain_scores_codex":[0.9992045,0.000008451074,0.0002172323,0.0002127065,0.00006640526,0.0002907525],"domain_scores_gemma":[0.9997502,0.00006456114,0.0000357492,0.0001124766,0.00002370842,0.00001328275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001851504,0.00005858292,0.002375963,0.000169333,0.00002857605,0.00000510275,0.00004352987,0.9024122,0.05095394,0.009010768,0.0006522405,0.03410466],"study_design_scores_gemma":[0.003704136,0.0009648667,0.0001941511,0.0002844151,0.00004053349,0.00009496362,0.0002070862,0.172443,0.6854383,0.009340069,0.1262104,0.001078001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8563232,0.1298582,0.007650535,0.0002880839,0.002301973,0.0004496586,0.00003798552,0.001470473,0.001619922],"genre_scores_gemma":[0.9984661,0.0004015827,0.0003963614,0.00004743094,0.0001139126,0.000155094,0.000006591461,0.00003723894,0.0003757305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7299691,"threshold_uncertainty_score":0.62925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004774888000293629,"score_gpt":0.2102878024993893,"score_spread":0.2055129144990957,"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."}}