{"id":"W7068854499","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Key (lock); Constructed language; English language; Plain language","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":[0.000617151,0.0004665202,0.0003265926,0.0006938689,0.002736484,0.006896306,0.000743822,0.001374593,0.06103395],"category_scores_gemma":[0.001514758,0.0002150201,0.0002420165,0.0008757297,0.005245312,0.004593401,0.002691178,0.001792102,0.02930431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082533,"about_ca_system_score_gemma":0.002463678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471206,"about_ca_topic_score_gemma":0.008047678,"domain_scores_codex":[0.9992414,0.0002057595,0.00004087929,0.0001382103,0.0002802898,0.00009359398],"domain_scores_gemma":[0.9995572,0.0001594198,0.0000333442,0.00006199499,0.0001172059,0.00007074184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001085943,0.00001641848,0.0002946516,0.0001461777,0.000003662941,0.0001478774,0.006209905,0.00009451542,0.0004390794,0.6680472,0.2160499,0.1085398],"study_design_scores_gemma":[9.182466e-7,0.000004881608,0.000223879,0.0001404319,9.573729e-7,0.00007364197,0.0009458648,0.00003137041,0.00009813279,0.02435179,0.9741251,0.000003094605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001118786,0.005239465,0.002494629,0.005983035,0.0007232168,0.00002825878,0.0001352764,0.00009105011,0.9841862],"genre_scores_gemma":[0.0380348,0.007191174,0.00316208,0.003670637,0.0006250595,0.00005910558,0.0002211619,0.0001809626,0.946855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.938966,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07050663733806925,"score_gpt":0.3612756864545121,"score_spread":0.2907690491164429,"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."}}