{"id":"W7067839375","doi":"","title":"Needs assessment for a coding teacher training program","year":2025,"lang":"en","type":"report","venue":"MacSphere (McMaster University)","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; Hyporeflexia; Diafiltration; TSG101; Articular cartilage damage; Proteogenomics; Dysgeusia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005816816,0.0003011419,0.0004683838,0.0005129045,0.0002813871,0.000167006,0.0004113444,0.0002464183,0.1020013],"category_scores_gemma":[0.00004999253,0.0003029804,0.0003571955,0.0008465605,0.00005196237,0.0002175137,0.00003037341,0.0003152248,0.00002061587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025591,"about_ca_system_score_gemma":0.0008983771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006016451,"about_ca_topic_score_gemma":0.00261345,"domain_scores_codex":[0.9981748,0.0001126081,0.0002695957,0.0004216002,0.0006122101,0.0004091802],"domain_scores_gemma":[0.9990356,0.0001200753,0.0002547964,0.0001937146,0.000262122,0.0001336818],"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":[0.00002652897,0.00002655008,0.02887216,0.0001922832,0.0003652915,0.00001277738,0.0001991325,0.0001980464,0.000002811086,0.00005298568,0.006561198,0.9634902],"study_design_scores_gemma":[0.000528952,0.0001113167,0.006592099,0.0002273038,0.0005865591,0.000001766758,0.002723476,0.005452157,0.000001742624,0.00004780757,0.9833686,0.0003582442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002360311,0.0001604038,0.00462407,0.0001310955,0.0005531215,0.0006404164,0.0001648901,0.0001510249,0.9933389],"genre_scores_gemma":[0.01473685,0.000146079,0.008534609,0.00005344902,0.0003012943,0.000002697852,0.00105732,0.00001011067,0.9751576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9768074,"threshold_uncertainty_score":0.9999422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06732582068024216,"score_gpt":0.2711130311545344,"score_spread":0.2037872104742923,"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."}}