{"id":"W3103161509","doi":"10.1073/pnas.2020708117","title":"Transforming abstract plans into concrete actions","year":2020,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mesolithic; Glacial period; Holocene; Baltic sea; Archaeology; Geography; Geology; Paleontology; Oceanography","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":[0.002745074,0.000391073,0.0001657836,0.0005506824,0.001595782,0.004980757,0.0009764871,0.003038835,0.02433699],"category_scores_gemma":[0.01091272,0.0003722649,0.000460173,0.000497478,0.009805959,0.00590535,0.004928505,0.00371662,0.006222935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673164,"about_ca_system_score_gemma":0.003267005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266295,"about_ca_topic_score_gemma":0.006018833,"domain_scores_codex":[0.9981433,0.0008482541,0.0001010842,0.0001785236,0.0005145549,0.0002142087],"domain_scores_gemma":[0.9967226,0.001564254,0.0001544873,0.0008733872,0.0004743845,0.0002108758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002276927,0.00001836965,0.000200155,0.0000404508,0.000003205357,0.0003095949,0.003674762,0.001734559,0.0003771316,0.9154673,0.02704143,0.05111035],"study_design_scores_gemma":[0.00001619098,0.00001955513,0.0001454641,0.0001366829,0.000003806404,0.0002031105,0.002590154,0.002476886,0.0007516313,0.4733056,0.5203396,0.00001132907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01290752,0.0007064755,0.2284692,0.07933536,0.001920337,0.0002721813,0.0002031634,0.0009825294,0.6752031],"genre_scores_gemma":[0.6649957,0.002196225,0.1262283,0.0166156,0.0005653939,0.0004789582,0.0003605196,0.0007535254,0.1878057],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02433699,"threshold_uncertainty_score":0.08141536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07349513092319966,"score_gpt":0.3201002535858862,"score_spread":0.2466051226626865,"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."}}