{"id":"W6921320812","doi":"10.6084/m9.figshare.26555771.v1","title":"Additional file 1 of Scientists benefit greatly from K-12 partnerships: the Panama Research Experiences for Teachers project","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panama; File format; Data file; Work (physics); Quarter (Canadian coin)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002620152,0.0005692738,0.0006820175,0.002508204,0.001698824,0.001465499,0.00129022,0.0009348606,0.8027799],"category_scores_gemma":[0.04811278,0.0004098278,0.000348833,0.006619869,0.0002544134,0.002036351,0.001332585,0.0009716942,0.1535938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001507267,"about_ca_system_score_gemma":0.003588827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02163775,"about_ca_topic_score_gemma":0.03388102,"domain_scores_codex":[0.9987314,0.0003538497,0.0001965925,0.0001631427,0.0003155647,0.0002393936],"domain_scores_gemma":[0.9665846,0.02053281,0.002415017,0.001710104,0.007214234,0.001543129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006195516,0.00004655812,0.001993776,0.0003982705,0.000005657251,0.00001396989,0.0001203955,0.00005420754,0.000009244906,0.0003654863,0.9925876,0.004342878],"study_design_scores_gemma":[0.00211953,0.0001952809,0.06194995,0.002132761,0.0000650116,0.0001648272,0.004070499,0.0004722895,0.0002970724,0.005264088,0.9231787,0.00008996302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0003541285,0.000008769236,0.0001345748,0.0002160971,0.00001758967,0.0001665621,0.996654,0.00008167465,0.002366508],"genre_scores_gemma":[0.01565169,0.0001559681,0.002597881,0.0008206006,0.00008823667,0.009864219,0.9430831,0.0004071444,0.02733112],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8027799,"threshold_uncertainty_score":0.2813106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434850033126688,"score_gpt":0.4263634284772157,"score_spread":0.08287842516454691,"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."}}